Overview

Brought to you by YData

Dataset statistics

Number of variables	42
Number of observations	196294
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	122
Duplicate rows (%)	0.1%
Total size in memory	64.4 MiB
Average record size in memory	344.0 B

Variable types

Numeric	8
Categorical	33
Text	1

Alerts

Dataset has 122 (0.1%) duplicate rows	Duplicates
`age` is highly overall correlated with `detailed_household_and_family_stat` and 2 other fields	High correlation
`citizenship` is highly overall correlated with `country_of_birth_father` and 2 other fields	High correlation
`class_of_worker` is highly overall correlated with `detailed_industry_recode` and 4 other fields	High correlation
`country_of_birth_father` is highly overall correlated with `citizenship` and 3 other fields	High correlation
`country_of_birth_mother` is highly overall correlated with `citizenship` and 3 other fields	High correlation
`country_of_birth_self` is highly overall correlated with `citizenship` and 2 other fields	High correlation
`detailed_household_and_family_stat` is highly overall correlated with `age` and 4 other fields	High correlation
`detailed_household_summary_in_household` is highly overall correlated with `detailed_household_and_family_stat` and 3 other fields	High correlation
`detailed_industry_recode` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`detailed_occupation_recode` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`education` is highly overall correlated with `tax_filer_stat` and 1 other fields	High correlation
`family_members_under_18` is highly overall correlated with `detailed_household_and_family_stat` and 3 other fields	High correlation
`fill_inc_questionnaire_for_veteran's_admin` is highly overall correlated with `veterans_benefits`	High correlation
`full_or_part_time_employment_stat` is highly overall correlated with `live_in_this_house_1_year_ago` and 2 other fields	High correlation
`hispanic_origin` is highly overall correlated with `country_of_birth_father` and 1 other fields	High correlation
`live_in_this_house_1_year_ago` is highly overall correlated with `full_or_part_time_employment_stat` and 6 other fields	High correlation
`major_industry_code` is highly overall correlated with `class_of_worker` and 3 other fields	High correlation
`major_occupation_code` is highly overall correlated with `class_of_worker` and 3 other fields	High correlation
`marital_stat` is highly overall correlated with `tax_filer_stat`	High correlation
`migration_code_change_in_msa` is highly overall correlated with `live_in_this_house_1_year_ago` and 5 other fields	High correlation
`migration_code_change_in_reg` is highly overall correlated with `full_or_part_time_employment_stat` and 4 other fields	High correlation
`migration_code_move_within_reg` is highly overall correlated with `live_in_this_house_1_year_ago` and 5 other fields	High correlation
`migration_prev_res_in_sunbelt` is highly overall correlated with `live_in_this_house_1_year_ago` and 3 other fields	High correlation
`num_persons_worked_for_employer` is highly overall correlated with `class_of_worker` and 2 other fields	High correlation
`region_of_previous_residence` is highly overall correlated with `live_in_this_house_1_year_ago` and 3 other fields	High correlation
`tax_filer_stat` is highly overall correlated with `age` and 8 other fields	High correlation
`veterans_benefits` is highly overall correlated with `age` and 6 other fields	High correlation
`weeks_worked_in_year` is highly overall correlated with `num_persons_worked_for_employer` and 1 other fields	High correlation
`year` is highly overall correlated with `full_or_part_time_employment_stat` and 4 other fields	High correlation
`enroll_in_edu_inst_last_wk` is highly imbalanced (74.4%)	Imbalance
`race` is highly imbalanced (62.0%)	Imbalance
`hispanic_origin` is highly imbalanced (71.5%)	Imbalance
`member_of_a_labor_union` is highly imbalanced (67.1%)	Imbalance
`reason_for_unemployment` is highly imbalanced (89.3%)	Imbalance
`region_of_previous_residence` is highly imbalanced (77.9%)	Imbalance
`migration_code_move_within_reg` is highly imbalanced (54.4%)	Imbalance
`migration_prev_res_in_sunbelt` is highly imbalanced (69.8%)	Imbalance
`family_members_under_18` is highly imbalanced (50.4%)	Imbalance
`country_of_birth_father` is highly imbalanced (70.7%)	Imbalance
`country_of_birth_mother` is highly imbalanced (71.4%)	Imbalance
`country_of_birth_self` is highly imbalanced (81.6%)	Imbalance
`citizenship` is highly imbalanced (65.3%)	Imbalance
`own_business_or_self_employed` is highly imbalanced (67.6%)	Imbalance
`fill_inc_questionnaire_for_veteran's_admin` is highly imbalanced (94.4%)	Imbalance
`target` is highly imbalanced (66.0%)	Imbalance
`dividends_from_stocks` is highly skewed (γ1 = 27.56720148)	Skewed
`age` has 2643 (1.3%) zeros	Zeros
`wage_per_hour` has 184991 (94.2%) zeros	Zeros
`capital_gains` has 188915 (96.2%) zeros	Zeros
`capital_losses` has 192388 (98.0%) zeros	Zeros
`dividends_from_stocks` has 175156 (89.2%) zeros	Zeros
`num_persons_worked_for_employer` has 92770 (47.3%) zeros	Zeros
`weeks_worked_in_year` has 92770 (47.3%) zeros	Zeros

Reproduction

Analysis started	2025-01-20 00:36:58.941612
Analysis finished	2025-01-20 00:37:53.710621
Duration	54.77 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

age
Real number (ℝ)

High correlation Zeros

Distinct	91
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.929468

Minimum	0
Maximum	90
Zeros	2643
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	16
median	34
Q3	50
95-th percentile	75
Maximum	90
Range	90
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	22.210001
Coefficient of variation (CV)	0.63585282
Kurtosis	-0.72745803
Mean	34.929468
Median Absolute Deviation (MAD)	17
Skewness	0.35720878
Sum	6856445
Variance	493.28413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	3486	1.8%
35	3450	1.8%
36	3352	1.7%
31	3349	1.7%
33	3340	1.7%
37	3278	1.7%
38	3277	1.7%
30	3202	1.6%
32	3187	1.6%
39	3144	1.6%
Other values (81)	163229	83.2%

Value	Count	Frequency (%)
0	2643	1.3%
1	2954	1.5%
2	3031	1.5%
3	3059	1.6%
4	3108	1.6%
5	3090	1.6%
6	3014	1.5%
7	2980	1.5%
8	3004	1.5%
9	2941	1.5%

Value	Count	Frequency (%)
90	722	0.4%
89	195	0.1%
88	241	0.1%
87	301	0.2%
86	348	0.2%
85	423	0.2%
84	519	0.3%
83	561	0.3%
82	614	0.3%
81	718	0.4%

class_of_worker
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	97029
Private sector	72021
Government	14935
Self-employed	11706
Not employed	603

Length

Max length	15
Median length	14
Mean length	14.124186
Min length	10

Characters and Unicode

Total characters	2772493
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Self-employed
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	97029	49.4%
Private sector	72021	36.7%
Government	14935	7.6%
Self-employed	11706	6.0%
Not employed	603	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	97632	21.1%
in	97029	21.0%
universe	97029	21.0%
private	72021	15.6%
sector	72021	15.6%
government	14935	3.2%
self-employed	11706	2.5%
employed	603	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	404294	14.6%
	266682	9.6%
i	266079	9.6%
t	256609	9.3%
r	256006	9.2%
n	223928	8.1%
o	196897	7.1%
v	183985	6.6%
s	169050	6.1%
N	97632	3.5%
Other values (13)	451331	16.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2297811	82.9%
Space Separator	266682	9.6%
Uppercase Letter	196294	7.1%
Dash Punctuation	11706	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	404294	17.6%
i	266079	11.6%
t	256609	11.2%
r	256006	11.1%
n	223928	9.7%
o	196897	8.6%
v	183985	8.0%
s	169050	7.4%
u	97029	4.2%
c	72021	3.1%
Other values (7)	171913	7.5%

Uppercase Letter

Value	Count	Frequency (%)
N	97632	49.7%
P	72021	36.7%
G	14935	7.6%
S	11706	6.0%

Space Separator

Value	Count	Frequency (%)
	266682	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11706	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2494105	90.0%
Common	278388	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	404294	16.2%
i	266079	10.7%
t	256609	10.3%
r	256006	10.3%
n	223928	9.0%
o	196897	7.9%
v	183985	7.4%
s	169050	6.8%
N	97632	3.9%
u	97029	3.9%
Other values (11)	342596	13.7%

Common

Value	Count	Frequency (%)
	266682	95.8%
-	11706	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2772493	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	404294	14.6%
	266682	9.6%
i	266079	9.6%
t	256609	9.3%
r	256006	9.2%
n	223928	8.1%
o	196897	7.1%
v	183985	6.6%
s	169050	6.1%
N	97632	3.5%
Other values (13)	451331	16.3%

detailed_industry_recode
Categorical

High correlation

Distinct	42
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe or children	97467
Public administration	17521
Manufacturing	9367
Manufacturing-durable goods	5984
Business and repair services	5973
Other values (37)	59982

Length

Max length	58
Median length	27
Mean length	24.836225
Min length	5

Characters and Unicode

Total characters	4875202
Distinct characters	39
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe or children
2nd row	Manufacturing-durable goods
3rd row	Not in universe or children
4th row	Not in universe or children
5th row	Not in universe or children

Common Values

Value	Count	Frequency (%)
Not in universe or children	97467	49.7%
Public administration	17521	8.9%
Manufacturing	9367	4.8%
Manufacturing-durable goods	5984	3.0%
Business and repair services	5973	3.0%
Public administration and armed forces	4683	2.4%
Wholesale and retail trade	4648	2.4%
Professional services	4616	2.4%
Trade	4482	2.3%
Professional and related services	3889	2.0%
Other values (32)	37664	19.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	99171	13.6%
or	97467	13.3%
children	97467	13.3%
in	97467	13.3%
universe	97467	13.3%
services	27917	3.8%
and	27058	3.7%
public	23275	3.2%
administration	22204	3.0%
trade	10605	1.5%
Other values (45)	131263	17.9%

Most occurring characters

Value	Count	Frequency (%)
	535067	11.0%
i	514356	10.6%
n	480741	9.9%
e	473536	9.7%
r	467280	9.6%
o	294803	6.0%
s	272236	5.6%
t	227261	4.7%
a	210547	4.3%
u	204908	4.2%
Other values (29)	1194467	24.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4111773	84.3%
Space Separator	535067	11.0%
Uppercase Letter	199151	4.1%
Other Punctuation	16529	0.3%
Dash Punctuation	12682	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	514356	12.5%
n	480741	11.7%
e	473536	11.5%
r	467280	11.4%
o	294803	7.2%
s	272236	6.6%
t	227261	5.5%
a	210547	5.1%
u	204908	5.0%
c	197282	4.8%
Other values (11)	768823	18.7%

Uppercase Letter

Value	Count	Frequency (%)
N	99171	49.8%
P	35429	17.8%
M	25814	13.0%
B	8910	4.5%
T	8654	4.3%
W	6592	3.3%
H	4045	2.0%
F	2119	1.1%
E	2077	1.0%
S	1644	0.8%
Other values (5)	4696	2.4%

Space Separator

Value	Count	Frequency (%)
	535067	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	16529	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	12682	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4310924	88.4%
Common	564278	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	514356	11.9%
n	480741	11.2%
e	473536	11.0%
r	467280	10.8%
o	294803	6.8%
s	272236	6.3%
t	227261	5.3%
a	210547	4.9%
u	204908	4.8%
c	197282	4.6%
Other values (26)	967974	22.5%

Common

Value	Count	Frequency (%)
	535067	94.8%
,	16529	2.9%
-	12682	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4875202	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	535067	11.0%
i	514356	10.6%
n	480741	9.9%
e	473536	9.7%
r	467280	9.6%
o	294803	6.0%
s	272236	5.6%
t	227261	4.7%
a	210547	4.3%
u	204908	4.2%
Other values (29)	1194467	24.5%

detailed_occupation_recode
Categorical

High correlation

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	97467
Other executive, admin and managerial	8756
Food service occupations	7886
Computer equipment operators	5412
Personal service occupations	5105
Other values (42)	71668

Length

Max length	46
Median length	43
Mean length	23.385646
Min length	9

Characters and Unicode

Total characters	4590462
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Automobile mechanics and repairers
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	97467	49.7%
Other executive, admin and managerial	8756	4.5%
Food service occupations	7886	4.0%
Computer equipment operators	5412	2.8%
Personal service occupations	5105	2.6%
Construction trades	4144	2.1%
Automobile mechanics and repairers	4025	2.1%
Teachers, except college and university	3683	1.9%
Supervisors and proprietors, sales occupations	3445	1.8%
Other administrative support occupations	3392	1.7%
Other values (37)	52979	27.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	97467	14.8%
universe	97467	14.8%
in	97467	14.8%
occupations	47831	7.3%
and	46816	7.1%
other	21968	3.3%
service	18046	2.7%
operators	10243	1.6%
related	9882	1.5%
admin	9300	1.4%
Other values (83)	200943	30.6%

Most occurring characters

Value	Count	Frequency (%)
e	502225	10.9%
	461136	10.0%
i	419088	9.1%
n	410204	8.9%
o	330710	7.2%
t	318313	6.9%
r	316394	6.9%
s	309366	6.7%
a	258923	5.6%
u	201716	4.4%
Other values (30)	1062387	23.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3912476	85.2%
Space Separator	461136	10.0%
Uppercase Letter	196294	4.3%
Other Punctuation	20556	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	502225	12.8%
i	419088	10.7%
n	410204	10.5%
o	330710	8.5%
t	318313	8.1%
r	316394	8.1%
s	309366	7.9%
a	258923	6.6%
u	201716	5.2%
c	194338	5.0%
Other values (15)	651199	16.6%

Uppercase Letter

Value	Count	Frequency (%)
N	97908	49.9%
O	22512	11.5%
F	17128	8.7%
C	12809	6.5%
P	12314	6.3%
M	7395	3.8%
S	5287	2.7%
H	4933	2.5%
E	4529	2.3%
T	4421	2.3%
Other values (3)	7058	3.6%

Space Separator

Value	Count	Frequency (%)
	461136	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	20556	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4108770	89.5%
Common	481692	10.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	502225	12.2%
i	419088	10.2%
n	410204	10.0%
o	330710	8.0%
t	318313	7.7%
r	316394	7.7%
s	309366	7.5%
a	258923	6.3%
u	201716	4.9%
c	194338	4.7%
Other values (28)	847493	20.6%

Common

Value	Count	Frequency (%)
	461136	95.7%
,	20556	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4590462	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	502225	10.9%
	461136	10.0%
i	419088	9.1%
n	410204	8.9%
o	330710	7.2%
t	318313	6.9%
r	316394	6.9%
s	309366	6.7%
a	258923	5.6%
u	201716	4.4%
Other values (30)	1062387	23.1%

education
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

High School Graduate	48374
Children	44347
Some College	37530
Below High School	36588
College Graduate	19859

Length

Max length	20
Median length	16
Mean length	14.551112
Min length	8

Characters and Unicode

Total characters	2856296
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	High School Graduate
2nd row	Some College
3rd row	Below High School
4th row	Children
5th row	Children

Common Values

Value	Count	Frequency (%)
High School Graduate	48374	24.6%
Children	44347	22.6%
Some College	37530	19.1%
Below High School	36588	18.6%
College Graduate	19859	10.1%
Advanced Degree	9596	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high	84962	19.6%
school	84962	19.6%
graduate	68233	15.8%
college	57389	13.2%
children	44347	10.2%
some	37530	8.7%
below	36588	8.4%
advanced	9596	2.2%
degree	9596	2.2%

Most occurring characters

Value	Count	Frequency (%)
e	339860	11.9%
o	301431	10.6%
l	280675	9.8%
	236909	8.3%
h	214271	7.5%
g	151947	5.3%
a	146062	5.1%
d	131772	4.6%
i	129309	4.5%
S	122492	4.3%
Other values (14)	801568	28.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2186184	76.5%
Uppercase Letter	433203	15.2%
Space Separator	236909	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	339860	15.5%
o	301431	13.8%
l	280675	12.8%
h	214271	9.8%
g	151947	7.0%
a	146062	6.7%
d	131772	6.0%
i	129309	5.9%
r	122176	5.6%
c	94558	4.3%
Other values (6)	274123	12.5%

Uppercase Letter

Value	Count	Frequency (%)
S	122492	28.3%
C	101736	23.5%
H	84962	19.6%
G	68233	15.8%
B	36588	8.4%
A	9596	2.2%
D	9596	2.2%

Space Separator

Value	Count	Frequency (%)
	236909	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2619387	91.7%
Common	236909	8.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	339860	13.0%
o	301431	11.5%
l	280675	10.7%
h	214271	8.2%
g	151947	5.8%
a	146062	5.6%
d	131772	5.0%
i	129309	4.9%
S	122492	4.7%
r	122176	4.7%
Other values (13)	679392	25.9%

Common

Value	Count	Frequency (%)
	236909	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2856296	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	339860	11.9%
o	301431	10.6%
l	280675	9.8%
	236909	8.3%
h	214271	7.5%
g	151947	5.3%
a	146062	5.1%
d	131772	4.6%
i	129309	4.5%
S	122492	4.3%
Other values (14)	801568	28.1%

wage_per_hour
Real number (ℝ)

Zeros

Distinct	1240
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.336505

Minimum	0
Maximum	9999
Zeros	184991
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	500
Maximum	9999
Range	9999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	277.05433
Coefficient of variation (CV)	4.9178473
Kurtosis	152.75307
Mean	56.336505
Median Absolute Deviation (MAD)	0
Skewness	8.8617868
Sum	11058518
Variance	76759.103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	184991	94.2%
500	734	0.4%
600	546	0.3%
700	534	0.3%
800	507	0.3%
1000	386	0.2%
425	375	0.2%
900	336	0.2%
550	280	0.1%
1200	256	0.1%
Other values (1230)	7349	3.7%

Value	Count	Frequency (%)
0	184991	94.2%
20	1	< 0.1%
70	1	< 0.1%
75	2	< 0.1%
100	11	< 0.1%
110	1	< 0.1%
125	1	< 0.1%
135	1	< 0.1%
143	1	< 0.1%
150	6	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
9916	1	< 0.1%
9800	2	< 0.1%
9400	2	< 0.1%
9000	1	< 0.1%
8800	1	< 0.1%
8600	1	< 0.1%
8500	1	< 0.1%
8300	1	< 0.1%
8000	4	< 0.1%

enroll_in_edu_inst_last_wk
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	183762
High school	6853
College or university	5679

Length

Max length	22
Median length	16
Mean length	16.033939
Min length	12

Characters and Unicode

Total characters	3147366
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	High school
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	183762	93.6%
High school	6853	3.5%
College or university	5679	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	183762	31.6%
in	183762	31.6%
universe	183762	31.6%
high	6853	1.2%
school	6853	1.2%
college	5679	1.0%
or	5679	1.0%
university	5679	1.0%

Most occurring characters

Value	Count	Frequency (%)
	582029	18.5%
i	385735	12.3%
e	384561	12.2%
n	373203	11.9%
o	208826	6.6%
s	196294	6.2%
r	195120	6.2%
v	189441	6.0%
u	189441	6.0%
t	189441	6.0%
Other values (8)	253275	8.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2369043	75.3%
Space Separator	582029	18.5%
Uppercase Letter	196294	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	385735	16.3%
e	384561	16.2%
n	373203	15.8%
o	208826	8.8%
s	196294	8.3%
r	195120	8.2%
v	189441	8.0%
u	189441	8.0%
t	189441	8.0%
l	18211	0.8%
Other values (4)	38770	1.6%

Uppercase Letter

Value	Count	Frequency (%)
N	183762	93.6%
H	6853	3.5%
C	5679	2.9%

Space Separator

Value	Count	Frequency (%)
	582029	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2565337	81.5%
Common	582029	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	385735	15.0%
e	384561	15.0%
n	373203	14.5%
o	208826	8.1%
s	196294	7.7%
r	195120	7.6%
v	189441	7.4%
u	189441	7.4%
t	189441	7.4%
N	183762	7.2%
Other values (7)	69513	2.7%

Common

Value	Count	Frequency (%)
	582029	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3147366	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	582029	18.5%
i	385735	12.3%
e	384561	12.2%
n	373203	11.9%
o	208826	6.6%
s	196294	6.2%
r	195120	6.2%
v	189441	6.0%
u	189441	6.0%
t	189441	6.0%
Other values (8)	253275	8.0%

marital_stat
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Married	84859
Never Married	83296
Divorced	12707
Widowed	10456
Separated	3459

Length

Max length	21
Median length	13
Mean length	9.7542309
Min length	7

Characters and Unicode

Total characters	1914697
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Widowed
2nd row	Divorced
3rd row	Never Married
4th row	Never Married
5th row	Never Married

Common Values

Value	Count	Frequency (%)
Married	84859	43.2%
Never Married	83296	42.4%
Divorced	12707	6.5%
Widowed	10456	5.3%
Separated	3459	1.8%
Married-spouse absent	1517	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	168155	59.8%
never	83296	29.6%
divorced	12707	4.5%
widowed	10456	3.7%
separated	3459	1.2%
married-spouse	1517	0.5%
absent	1517	0.5%

Most occurring characters

Value	Count	Frequency (%)
r	438806	22.9%
e	369379	19.3%
d	206750	10.8%
i	192835	10.1%
a	178107	9.3%
M	169672	8.9%
v	96003	5.0%
	84813	4.4%
N	83296	4.4%
o	24680	1.3%
Other values (12)	70356	3.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1548777	80.9%
Uppercase Letter	279590	14.6%
Space Separator	84813	4.4%
Dash Punctuation	1517	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	438806	28.3%
e	369379	23.8%
d	206750	13.3%
i	192835	12.5%
a	178107	11.5%
v	96003	6.2%
o	24680	1.6%
c	12707	0.8%
w	10456	0.7%
p	4976	0.3%
Other values (5)	14078	0.9%

Uppercase Letter

Value	Count	Frequency (%)
M	169672	60.7%
N	83296	29.8%
D	12707	4.5%
W	10456	3.7%
S	3459	1.2%

Space Separator

Value	Count	Frequency (%)
	84813	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1517	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1828367	95.5%
Common	86330	4.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	438806	24.0%
e	369379	20.2%
d	206750	11.3%
i	192835	10.5%
a	178107	9.7%
M	169672	9.3%
v	96003	5.3%
N	83296	4.6%
o	24680	1.3%
c	12707	0.7%
Other values (10)	56132	3.1%

Common

Value	Count	Frequency (%)
	84813	98.2%
-	1517	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1914697	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	438806	22.9%
e	369379	19.3%
d	206750	10.8%
i	192835	10.1%
a	178107	9.3%
M	169672	8.9%
v	96003	5.0%
	84813	4.4%
N	83296	4.4%
o	24680	1.3%
Other values (12)	70356	3.7%

major_industry_code
Categorical

High correlation

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe or children	97467
Retail trade	17069
Manufacturing-durable goods	9014
Education	8283
Manufacturing-nondurable goods	6895
Other values (19)	57566

Length

Max length	36
Median length	28
Mean length	24.337417
Min length	7

Characters and Unicode

Total characters	4777289
Distinct characters	38
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe or children
2nd row	Construction
3rd row	Not in universe or children
4th row	Not in universe or children
5th row	Not in universe or children

Common Values

Value	Count	Frequency (%)
Not in universe or children	97467	49.7%
Retail trade	17069	8.7%
Manufacturing-durable goods	9014	4.6%
Education	8283	4.2%
Manufacturing-nondurable goods	6895	3.5%
Finance insurance and real estate	6145	3.1%
Construction	5984	3.0%
Business and repair services	5651	2.9%
Medical except hospital	4683	2.4%
Public administration	4610	2.3%
Other values (14)	30493	15.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	97467	13.7%
universe	97467	13.7%
or	97467	13.7%
children	97467	13.7%
in	97467	13.7%
services	21704	3.1%
trade	20663	2.9%
retail	17069	2.4%
goods	15909	2.2%
and	13160	1.9%
Other values (34)	135458	19.0%

Most occurring characters

Value	Count	Frequency (%)
	711298	14.9%
e	483445	10.1%
i	445075	9.3%
n	436324	9.1%
r	434473	9.1%
o	298089	6.2%
t	238790	5.0%
s	230048	4.8%
a	190730	4.0%
c	185335	3.9%
Other values (28)	1123682	23.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3847878	80.5%
Space Separator	711298	14.9%
Uppercase Letter	202204	4.2%
Dash Punctuation	15909	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	483445	12.6%
i	445075	11.6%
n	436324	11.3%
r	434473	11.3%
o	298089	7.7%
t	238790	6.2%
s	230048	6.0%
a	190730	5.0%
c	185335	4.8%
u	184035	4.8%
Other values (11)	721534	18.8%

Uppercase Letter

Value	Count	Frequency (%)
N	97467	48.2%
M	21155	10.5%
R	17069	8.4%
E	9933	4.9%
H	9838	4.9%
P	8492	4.2%
C	7165	3.5%
F	6367	3.1%
B	5651	2.8%
O	4482	2.2%
Other values (5)	14585	7.2%

Space Separator

Value	Count	Frequency (%)
	711298	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	15909	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4050082	84.8%
Common	727207	15.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	483445	11.9%
i	445075	11.0%
n	436324	10.8%
r	434473	10.7%
o	298089	7.4%
t	238790	5.9%
s	230048	5.7%
a	190730	4.7%
c	185335	4.6%
u	184035	4.5%
Other values (26)	923738	22.8%

Common

Value	Count	Frequency (%)
	711298	97.8%
-	15909	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4777289	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	711298	14.9%
e	483445	10.1%
i	445075	9.3%
n	436324	9.1%
r	434473	9.1%
o	298089	6.2%
t	238790	5.0%
s	230048	4.8%
a	190730	4.0%
c	185335	3.9%
Other values (28)	1123682	23.5%

major_occupation_code
Categorical

High correlation

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	97467
Adm support including clerical	14836
Professional specialty	13940
Executive admin and managerial	12495
Other service	12097
Other values (10)	45459

Length

Max length	38
Median length	36
Mean length	20.842002
Min length	6

Characters and Unicode

Total characters	4091160
Distinct characters	34
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Precision production craft & repair
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	97467	49.7%
Adm support including clerical	14836	7.6%
Professional specialty	13940	7.1%
Executive admin and managerial	12495	6.4%
Other service	12097	6.2%
Sales	11781	6.0%
Precision production craft & repair	10517	5.4%
Machine operators assmblrs & inspctrs	6377	3.2%
Handlers equip cleaners etc	4126	2.1%
Transportation and material moving	4020	2.0%
Other values (5)	8638	4.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	97467	15.9%
in	97467	15.9%
universe	97467	15.9%
and	22676	3.7%
support	17854	2.9%
	16894	2.8%
clerical	14836	2.4%
adm	14836	2.4%
including	14836	2.4%
professional	13940	2.3%
Other values (33)	204739	33.4%

Most occurring characters

Value	Count	Frequency (%)
	617138	15.1%
i	408259	10.0%
e	403678	9.9%
n	352634	8.6%
r	296592	7.2%
s	257072	6.3%
t	214090	5.2%
o	205966	5.0%
a	201609	4.9%
u	158075	3.9%
Other values (24)	976047	23.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3260798	79.7%
Space Separator	617138	15.1%
Uppercase Letter	196330	4.8%
Other Punctuation	16894	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	408259	12.5%
e	403678	12.4%
n	352634	10.8%
r	296592	9.1%
s	257072	7.9%
t	214090	6.6%
o	205966	6.3%
a	201609	6.2%
u	158075	4.8%
c	145771	4.5%
Other values (12)	617052	18.9%

Uppercase Letter

Value	Count	Frequency (%)
N	97467	49.6%
P	26898	13.7%
A	14872	7.6%
E	12495	6.4%
O	12097	6.2%
S	11781	6.0%
T	7038	3.6%
M	6377	3.2%
H	4126	2.1%
F	3179	1.6%

Space Separator

Value	Count	Frequency (%)
	617138	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	16894	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3457128	84.5%
Common	634032	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	408259	11.8%
e	403678	11.7%
n	352634	10.2%
r	296592	8.6%
s	257072	7.4%
t	214090	6.2%
o	205966	6.0%
a	201609	5.8%
u	158075	4.6%
c	145771	4.2%
Other values (22)	813382	23.5%

Common

Value	Count	Frequency (%)
	617138	97.3%
&	16894	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4091160	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	617138	15.1%
i	408259	10.0%
e	403678	9.9%
n	352634	8.6%
r	296592	7.2%
s	257072	6.3%
t	214090	5.2%
o	205966	5.0%
a	201609	4.9%
u	158075	3.9%
Other values (24)	976047	23.9%

race
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

White	164380
Black	20206
Asian or Pacific Islander	5821
Other	3645
Amer Indian Aleut or Eskimo	2242

Length

Max length	28
Median length	6
Mean length	6.8443661
Min length	6

Characters and Unicode

Total characters	1343508
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	White
2nd row	White
3rd row	Asian or Pacific Islander
4th row	White
5th row	White

Common Values

Value	Count	Frequency (%)
White	164380	83.7%
Black	20206	10.3%
Asian or Pacific Islander	5821	3.0%
Other	3645	1.9%
Amer Indian Aleut or Eskimo	2242	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
white	164380	73.8%
black	20206	9.1%
or	8063	3.6%
asian	5821	2.6%
pacific	5821	2.6%
islander	5821	2.6%
other	3645	1.6%
amer	2242	1.0%
indian	2242	1.0%
aleut	2242	1.0%

Most occurring characters

Value	Count	Frequency (%)
	222725	16.6%
i	186327	13.9%
e	178330	13.3%
t	170267	12.7%
h	168025	12.5%
W	164380	12.2%
a	39911	3.0%
c	31848	2.4%
l	28269	2.1%
k	22448	1.7%
Other values (14)	130978	9.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	906121	67.4%
Space Separator	222725	16.6%
Uppercase Letter	214662	16.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	186327	20.6%
e	178330	19.7%
t	170267	18.8%
h	168025	18.5%
a	39911	4.4%
c	31848	3.5%
l	28269	3.1%
k	22448	2.5%
r	19771	2.2%
n	16126	1.8%
Other values (6)	44799	4.9%

Uppercase Letter

Value	Count	Frequency (%)
W	164380	76.6%
B	20206	9.4%
A	10305	4.8%
I	8063	3.8%
P	5821	2.7%
O	3645	1.7%
E	2242	1.0%

Space Separator

Value	Count	Frequency (%)
	222725	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1120783	83.4%
Common	222725	16.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	186327	16.6%
e	178330	15.9%
t	170267	15.2%
h	168025	15.0%
W	164380	14.7%
a	39911	3.6%
c	31848	2.8%
l	28269	2.5%
k	22448	2.0%
B	20206	1.8%
Other values (13)	110772	9.9%

Common

Value	Count	Frequency (%)
	222725	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1343508	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	222725	16.6%
i	186327	13.9%
e	178330	13.3%
t	170267	12.7%
h	168025	12.5%
W	164380	12.2%
a	39911	3.0%
c	31848	2.4%
l	28269	2.1%
k	22448	1.7%
Other values (14)	130978	9.7%

hispanic_origin
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

All other	168803
Mexican-American	8008
Mexican (Mexicano)	7210
Central or South American	3891
Puerto Rican	3306
Other values (5)	5076

Length

Max length	26
Median length	10
Mean length	10.980417
Min length	3

Characters and Unicode

Total characters	2155390
Distinct characters	31
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All other
2nd row	All other
3rd row	All other
4th row	All other
5th row	All other

Common Values

Value	Count	Frequency (%)
All other	168803	86.0%
Mexican-American	8008	4.1%
Mexican (Mexicano)	7210	3.7%
Central or South American	3891	2.0%
Puerto Rican	3306	1.7%
Other Spanish	2476	1.3%
Cuban	1122	0.6%
NA	870	0.4%
Do not know	305	0.2%
Chicano	303	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	171279	43.9%
all	168803	43.2%
mexican-american	8008	2.1%
mexican	7210	1.8%
mexicano	7210	1.8%
central	3891	1.0%
or	3891	1.0%
south	3891	1.0%
american	3891	1.0%
rican	3306	0.8%
Other values (8)	8992	2.3%

Most occurring characters

Value	Count	Frequency (%)
	390372	18.1%
l	341497	15.8%
e	212803	9.9%
r	194266	9.0%
o	188319	8.7%
t	182672	8.5%
A	181572	8.4%
h	177949	8.3%
n	46035	2.1%
a	45425	2.1%
Other values (21)	194480	9.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1516644	70.4%
Space Separator	390372	18.1%
Uppercase Letter	225946	10.5%
Dash Punctuation	8008	0.4%
Open Punctuation	7210	0.3%
Close Punctuation	7210	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	341497	22.5%
e	212803	14.0%
r	194266	12.8%
o	188319	12.4%
t	182672	12.0%
h	177949	11.7%
n	46035	3.0%
a	45425	3.0%
i	40412	2.7%
c	37936	2.5%
Other values (8)	49330	3.3%

Uppercase Letter

Value	Count	Frequency (%)
A	181572	80.4%
M	22428	9.9%
S	6367	2.8%
C	5316	2.4%
P	3306	1.5%
R	3306	1.5%
O	2476	1.1%
N	870	0.4%
D	305	0.1%

Space Separator

Value	Count	Frequency (%)
	390372	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8008	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	7210	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	7210	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1742590	80.8%
Common	412800	19.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	341497	19.6%
e	212803	12.2%
r	194266	11.1%
o	188319	10.8%
t	182672	10.5%
A	181572	10.4%
h	177949	10.2%
n	46035	2.6%
a	45425	2.6%
i	40412	2.3%
Other values (17)	131640	7.6%

Common

Value	Count	Frequency (%)
	390372	94.6%
-	8008	1.9%
(	7210	1.7%
)	7210	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2155390	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	390372	18.1%
l	341497	15.8%
e	212803	9.9%
r	194266	9.0%
o	188319	8.7%
t	182672	8.5%
A	181572	8.4%
h	177949	8.3%
n	46035	2.1%
a	45425	2.1%
Other values (21)	194480	9.0%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Female	102400
Male	93894

Length

Max length	7
Median length	7
Mean length	6.043333
Min length	5

Characters and Unicode

Total characters	1186270
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	102400	52.2%
Male	93894	47.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	102400	52.2%
male	93894	47.8%

Most occurring characters

Value	Count	Frequency (%)
e	298694	25.2%
	196294	16.5%
a	196294	16.5%
l	196294	16.5%
F	102400	8.6%
m	102400	8.6%
M	93894	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	793682	66.9%
Space Separator	196294	16.5%
Uppercase Letter	196294	16.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	298694	37.6%
a	196294	24.7%
l	196294	24.7%
m	102400	12.9%

Uppercase Letter

Value	Count	Frequency (%)
F	102400	52.2%
M	93894	47.8%

Space Separator

Value	Count	Frequency (%)
	196294	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	989976	83.5%
Common	196294	16.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	298694	30.2%
a	196294	19.8%
l	196294	19.8%
F	102400	10.3%
m	102400	10.3%
M	93894	9.5%

Common

Value	Count	Frequency (%)
	196294	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1186270	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	298694	25.2%
	196294	16.5%
a	196294	16.5%
l	196294	16.5%
F	102400	8.6%
m	102400	8.6%
M	93894	7.9%

member_of_a_labor_union
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	177232
No	16032
Yes	3030

Length

Max length	16
Median length	16
Mean length	14.753013
Min length	3

Characters and Unicode

Total characters	2895928
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	177232	90.3%
No	16032	8.2%
Yes	3030	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	177232	32.2%
in	177232	32.2%
universe	177232	32.2%
no	16032	2.9%
yes	3030	0.6%

Most occurring characters

Value	Count	Frequency (%)
	550758	19.0%
e	357494	12.3%
i	354464	12.2%
n	354464	12.2%
N	193264	6.7%
o	193264	6.7%
s	180262	6.2%
t	177232	6.1%
u	177232	6.1%
v	177232	6.1%
Other values (2)	180262	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2148876	74.2%
Space Separator	550758	19.0%
Uppercase Letter	196294	6.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	357494	16.6%
i	354464	16.5%
n	354464	16.5%
o	193264	9.0%
s	180262	8.4%
t	177232	8.2%
u	177232	8.2%
v	177232	8.2%
r	177232	8.2%

Uppercase Letter

Value	Count	Frequency (%)
N	193264	98.5%
Y	3030	1.5%

Space Separator

Value	Count	Frequency (%)
	550758	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2345170	81.0%
Common	550758	19.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	357494	15.2%
i	354464	15.1%
n	354464	15.1%
N	193264	8.2%
o	193264	8.2%
s	180262	7.7%
t	177232	7.6%
u	177232	7.6%
v	177232	7.6%
r	177232	7.6%

Common

Value	Count	Frequency (%)
	550758	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2895928	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	550758	19.0%
e	357494	12.3%
i	354464	12.2%
n	354464	12.2%
N	193264	6.7%
o	193264	6.7%
s	180262	6.2%
t	177232	6.1%
u	177232	6.1%
v	177232	6.1%
Other values (2)	180262	6.2%

reason_for_unemployment
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	190226
Job loser	3014
Re-entrant	2018
Job leaver	598
New entrant	438

Length

Max length	15
Median length	15
Mean length	14.832313
Min length	9

Characters and Unicode

Total characters	2911494
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	190226	96.9%
Job loser	3014	1.5%
Re-entrant	2018	1.0%
Job leaver	598	0.3%
New entrant	438	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	190226	32.8%
in	190226	32.8%
universe	190226	32.8%
job	3612	0.6%
loser	3014	0.5%
re-entrant	2018	0.3%
leaver	598	0.1%
new	438	0.1%
entrant	438	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	389574	13.4%
n	385364	13.2%
	384502	13.2%
i	380452	13.1%
o	196852	6.8%
r	196294	6.7%
t	195138	6.7%
s	193240	6.6%
v	190824	6.6%
N	190664	6.5%
Other values (8)	208590	7.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2328680	80.0%
Space Separator	384502	13.2%
Uppercase Letter	196294	6.7%
Dash Punctuation	2018	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	389574	16.7%
n	385364	16.5%
i	380452	16.3%
o	196852	8.5%
r	196294	8.4%
t	195138	8.4%
s	193240	8.3%
v	190824	8.2%
u	190226	8.2%
b	3612	0.2%
Other values (3)	7104	0.3%

Uppercase Letter

Value	Count	Frequency (%)
N	190664	97.1%
J	3612	1.8%
R	2018	1.0%

Space Separator

Value	Count	Frequency (%)
	384502	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2018	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2524974	86.7%
Common	386520	13.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	389574	15.4%
n	385364	15.3%
i	380452	15.1%
o	196852	7.8%
r	196294	7.8%
t	195138	7.7%
s	193240	7.7%
v	190824	7.6%
N	190664	7.6%
u	190226	7.5%
Other values (6)	16346	0.6%

Common

Value	Count	Frequency (%)
	384502	99.5%
-	2018	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2911494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	389574	13.4%
n	385364	13.2%
	384502	13.2%
i	380452	13.1%
o	196852	6.8%
r	196294	6.7%
t	195138	6.7%
s	193240	6.6%
v	190824	6.6%
N	190664	6.5%
Other values (8)	208590	7.2%

full_or_part_time_employment_stat
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Children or Armed Forces	120632
FTE	43038
Not Employed	26726
PTE	5898

Length

Max length	24
Median length	24
Mean length	17.130875
Min length	3

Characters and Unicode

Total characters	3362688
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Employed
2nd row	Children or Armed Forces
3rd row	Not Employed
4th row	Children or Armed Forces
5th row	Children or Armed Forces

Common Values

Value	Count	Frequency (%)
Children or Armed Forces	120632	61.5%
FTE	43038	21.9%
Not Employed	26726	13.6%
PTE	5898	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
children	120632	20.6%
or	120632	20.6%
armed	120632	20.6%
forces	120632	20.6%
fte	43038	7.4%
not	26726	4.6%
employed	26726	4.6%
pte	5898	1.0%

Most occurring characters

Value	Count	Frequency (%)
r	482528	14.3%
e	388622	11.6%
	388622	11.6%
o	294716	8.8%
d	267990	8.0%
F	163670	4.9%
m	147358	4.4%
l	147358	4.4%
h	120632	3.6%
s	120632	3.6%
Other values (12)	840560	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2411910	71.7%
Uppercase Letter	562156	16.7%
Space Separator	388622	11.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	482528	20.0%
e	388622	16.1%
o	294716	12.2%
d	267990	11.1%
m	147358	6.1%
l	147358	6.1%
h	120632	5.0%
s	120632	5.0%
c	120632	5.0%
n	120632	5.0%
Other values (4)	200810	8.3%

Uppercase Letter

Value	Count	Frequency (%)
F	163670	29.1%
C	120632	21.5%
A	120632	21.5%
E	75662	13.5%
T	48936	8.7%
N	26726	4.8%
P	5898	1.0%

Space Separator

Value	Count	Frequency (%)
	388622	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2974066	88.4%
Common	388622	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	482528	16.2%
e	388622	13.1%
o	294716	9.9%
d	267990	9.0%
F	163670	5.5%
m	147358	5.0%
l	147358	5.0%
h	120632	4.1%
s	120632	4.1%
c	120632	4.1%
Other values (11)	719928	24.2%

Common

Value	Count	Frequency (%)
	388622	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3362688	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	482528	14.3%
e	388622	11.6%
	388622	11.6%
o	294716	8.8%
d	267990	8.0%
F	163670	4.9%
m	147358	4.4%
l	147358	4.4%
h	120632	3.6%
s	120632	3.6%
Other values (12)	840560	25.0%

capital_gains
Real number (ℝ)

Zeros

Distinct	132
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	441.87004

Minimum	0
Maximum	99999
Zeros	188915
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4735.677
Coefficient of variation (CV)	10.717353
Kurtosis	386.64929
Mean	441.87004
Median Absolute Deviation (MAD)	0
Skewness	18.835992
Sum	86736437
Variance	22426637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	188915	96.2%
15024	788	0.4%
7688	609	0.3%
7298	582	0.3%
99999	390	0.2%
3103	237	0.1%
5178	207	0.1%
5013	158	0.1%
4386	151	0.1%
3325	121	0.1%
Other values (122)	4136	2.1%

Value	Count	Frequency (%)
0	188915	96.2%
114	11	< 0.1%
401	33	< 0.1%
594	88	< 0.1%
914	17	< 0.1%
991	59	< 0.1%
1055	69	< 0.1%
1086	81	< 0.1%
1090	2	< 0.1%
1111	4	< 0.1%

Value	Count	Frequency (%)
99999	390	0.2%
41310	2	< 0.1%
34095	11	< 0.1%
27828	94	< 0.1%
25236	23	< 0.1%
25124	18	< 0.1%
22040	2	< 0.1%
20051	91	< 0.1%
18481	14	< 0.1%
15831	16	< 0.1%

capital_losses
Real number (ℝ)

Zeros

Distinct	113
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.927593

Minimum	0
Maximum	4608
Zeros	192388
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4608
Range	4608
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	274.08117
Coefficient of variation (CV)	7.226432
Kurtosis	60.558557
Mean	37.927593
Median Absolute Deviation (MAD)	0
Skewness	7.567395
Sum	7444959
Variance	75120.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	192388	98.0%
1902	407	0.2%
1977	381	0.2%
1887	364	0.2%
1602	193	0.1%
2415	122	0.1%
1485	95	< 0.1%
1848	88	< 0.1%
1876	87	< 0.1%
1672	85	< 0.1%
Other values (103)	2084	1.1%

Value	Count	Frequency (%)
0	192388	98.0%
155	1	< 0.1%
213	10	< 0.1%
323	10	< 0.1%
419	29	< 0.1%
625	25	< 0.1%
653	7	< 0.1%
772	5	< 0.1%
810	5	< 0.1%
880	9	< 0.1%

Value	Count	Frequency (%)
4608	4	< 0.1%
4356	30	< 0.1%
3900	2	< 0.1%
3770	5	< 0.1%
3683	4	< 0.1%
3500	10	< 0.1%
3175	8	< 0.1%
3004	11	< 0.1%
2824	27	< 0.1%
2788	7	< 0.1%

dividends_from_stocks
Real number (ℝ)

Skewed Zeros

Distinct	1478
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.72239

Minimum	0
Maximum	99999
Zeros	175156
Zeros (%)	89.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	400
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2000.1306
Coefficient of variation (CV)	9.9646614
Kurtosis	1073.3032
Mean	200.72239
Median Absolute Deviation (MAD)	0
Skewness	27.567201
Sum	39400600
Variance	4000522.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	175156	89.2%
100	1148	0.6%
500	1030	0.5%
1000	894	0.5%
200	866	0.4%
50	831	0.4%
2000	574	0.3%
250	555	0.3%
150	549	0.3%
300	523	0.3%
Other values (1468)	14168	7.2%

Value	Count	Frequency (%)
0	175156	89.2%
1	472	0.2%
2	193	0.1%
3	129	0.1%
4	75	< 0.1%
5	179	0.1%
6	100	0.1%
7	93	< 0.1%
8	94	< 0.1%
9	56	< 0.1%

Value	Count	Frequency (%)
99999	25	< 0.1%
95095	1	< 0.1%
75000	5	< 0.1%
70000	3	< 0.1%
66621	2	< 0.1%
60000	7	< 0.1%
57678	1	< 0.1%
55000	1	< 0.1%
54600	2	< 0.1%
54500	2	< 0.1%

tax_filer_stat
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Joint Filer	79557
Non-Filer	71903
Individual Filer	44834

Length

Max length	16
Median length	11
Mean length	11.409406
Min length	9

Characters and Unicode

Total characters	2239598
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Non-Filer
2nd row	Individual Filer
3rd row	Non-Filer
4th row	Non-Filer
5th row	Non-Filer

Common Values

Value	Count	Frequency (%)
Joint Filer	79557	40.5%
Non-Filer	71903	36.6%
Individual Filer	44834	22.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
filer	124391	38.8%
joint	79557	24.8%
non-filer	71903	22.4%
individual	44834	14.0%

Most occurring characters

Value	Count	Frequency (%)
i	365519	16.3%
l	241128	10.8%
e	196294	8.8%
r	196294	8.8%
n	196294	8.8%
F	196294	8.8%
o	151460	6.8%
	124391	5.6%
d	89668	4.0%
J	79557	3.6%
Other values (7)	402699	18.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1650716	73.7%
Uppercase Letter	392588	17.5%
Space Separator	124391	5.6%
Dash Punctuation	71903	3.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	365519	22.1%
l	241128	14.6%
e	196294	11.9%
r	196294	11.9%
n	196294	11.9%
o	151460	9.2%
d	89668	5.4%
t	79557	4.8%
v	44834	2.7%
u	44834	2.7%

Uppercase Letter

Value	Count	Frequency (%)
F	196294	50.0%
J	79557	20.3%
N	71903	18.3%
I	44834	11.4%

Space Separator

Value	Count	Frequency (%)
	124391	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	71903	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2043304	91.2%
Common	196294	8.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	365519	17.9%
l	241128	11.8%
e	196294	9.6%
r	196294	9.6%
n	196294	9.6%
F	196294	9.6%
o	151460	7.4%
d	89668	4.4%
J	79557	3.9%
t	79557	3.9%
Other values (5)	251239	12.3%

Common

Value	Count	Frequency (%)
	124391	63.4%
-	71903	36.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239598	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	365519	16.3%
l	241128	10.8%
e	196294	8.8%
r	196294	8.8%
n	196294	8.8%
F	196294	8.8%
o	151460	6.8%
	124391	5.6%
d	89668	4.0%
J	79557	3.6%
Other values (7)	402699	18.0%

region_of_previous_residence
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	180562
South	4875
West	4068
Midwest	3559
Northeast	2700

Length

Max length	16
Median length	16
Mean length	15.271807
Min length	5

Characters and Unicode

Total characters	2997764
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	South
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	180562	92.0%
South	4875	2.5%
West	4068	2.1%
Midwest	3559	1.8%
Northeast	2700	1.4%
Abroad	530	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	180562	32.4%
in	180562	32.4%
universe	180562	32.4%
south	4875	0.9%
west	4068	0.7%
midwest	3559	0.6%
northeast	2700	0.5%
abroad	530	0.1%

Most occurring characters

Value	Count	Frequency (%)
	557418	18.6%
e	371451	12.4%
i	364683	12.2%
n	361124	12.0%
t	198464	6.6%
s	190889	6.4%
o	188667	6.3%
u	185437	6.2%
r	183792	6.1%
N	183262	6.1%
Other values (10)	212577	7.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2244052	74.9%
Space Separator	557418	18.6%
Uppercase Letter	196294	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	371451	16.6%
i	364683	16.3%
n	361124	16.1%
t	198464	8.8%
s	190889	8.5%
o	188667	8.4%
u	185437	8.3%
r	183792	8.2%
v	180562	8.0%
h	7575	0.3%
Other values (4)	11408	0.5%

Uppercase Letter

Value	Count	Frequency (%)
N	183262	93.4%
S	4875	2.5%
W	4068	2.1%
M	3559	1.8%
A	530	0.3%

Space Separator

Value	Count	Frequency (%)
	557418	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2440346	81.4%
Common	557418	18.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	371451	15.2%
i	364683	14.9%
n	361124	14.8%
t	198464	8.1%
s	190889	7.8%
o	188667	7.7%
u	185437	7.6%
r	183792	7.5%
N	183262	7.5%
v	180562	7.4%
Other values (9)	32015	1.3%

Common

Value	Count	Frequency (%)
	557418	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2997764	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	557418	18.6%
e	371451	12.4%
i	364683	12.2%
n	361124	12.0%
t	198464	6.6%
s	190889	6.4%
o	188667	6.3%
u	185437	6.2%
r	183792	6.1%
N	183262	6.1%
Other values (10)	212577	7.1%

state_of_previous_residence
Text

Distinct	51
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Length

Max length	21
Median length	16
Mean length	15.449194
Min length	2

Characters and Unicode

Total characters	3032584
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Arkansas
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Value	Count	Frequency (%)
not	180562	32.2%
universe	180562	32.2%
in	180562	32.2%
california	1710	0.3%
north	1307	0.2%
utah	1061	0.2%
new	974	0.2%
carolina	905	0.2%
florida	847	0.2%
	707	0.1%
Other values (46)	11192	2.0%

Most occurring characters

Value	Count	Frequency (%)
	560389	18.5%
i	373914	12.3%
n	370809	12.2%
e	366790	12.1%
o	192226	6.3%
r	188882	6.2%
s	186123	6.1%
t	186023	6.1%
N	183194	6.0%
u	181785	6.0%
Other values (36)	242449	8.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2273043	75.0%
Space Separator	560389	18.5%
Uppercase Letter	198445	6.5%
Other Punctuation	707	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	373914	16.4%
n	370809	16.3%
e	366790	16.1%
o	192226	8.5%
r	188882	8.3%
s	186123	8.2%
t	186023	8.2%
u	181785	8.0%
v	180935	8.0%
a	18992	0.8%
Other values (14)	26564	1.2%

Uppercase Letter

Value	Count	Frequency (%)
N	183194	92.3%
C	3084	1.6%
M	2531	1.3%
A	1623	0.8%
O	1069	0.5%
U	1061	0.5%
I	927	0.5%
F	847	0.4%
D	821	0.4%
W	577	0.3%
Other values (10)	2711	1.4%

Space Separator

Value	Count	Frequency (%)
	560389	100.0%

Other Punctuation

Value	Count	Frequency (%)
?	707	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2471488	81.5%
Common	561096	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	373914	15.1%
n	370809	15.0%
e	366790	14.8%
o	192226	7.8%
r	188882	7.6%
s	186123	7.5%
t	186023	7.5%
N	183194	7.4%
u	181785	7.4%
v	180935	7.3%
Other values (34)	60807	2.5%

Common

Value	Count	Frequency (%)
	560389	99.9%
?	707	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3032584	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	560389	18.5%
i	373914	12.3%
n	370809	12.2%
e	366790	12.1%
o	192226	6.3%
r	188882	6.2%
s	186123	6.1%
t	186023	6.1%
N	183194	6.0%
u	181785	6.0%
Other values (36)	242449	8.0%

detailed_household_and_family_stat
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Primary Householder	117117
Child	62490
Extended Family	9646
Other	7041

Length

Max length	19
Median length	19
Mean length	13.844376
Min length	5

Characters and Unicode

Total characters	2717568
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Extended Family
2nd row	Primary Householder
3rd row	Child
4th row	Child
5th row	Child

Common Values

Value	Count	Frequency (%)
Primary Householder	117117	59.7%
Child	62490	31.8%
Extended Family	9646	4.9%
Other	7041	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
primary	117117	36.3%
householder	117117	36.3%
child	62490	19.3%
extended	9646	3.0%
family	9646	3.0%
other	7041	2.2%

Most occurring characters

Value	Count	Frequency (%)
r	358392	13.2%
e	260567	9.6%
o	234234	8.6%
d	198899	7.3%
i	189253	7.0%
l	189253	7.0%
h	186648	6.9%
m	126763	4.7%
a	126763	4.7%
y	126763	4.7%
Other values (12)	720033	26.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2267748	83.4%
Uppercase Letter	323057	11.9%
Space Separator	126763	4.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	358392	15.8%
e	260567	11.5%
o	234234	10.3%
d	198899	8.8%
i	189253	8.3%
l	189253	8.3%
h	186648	8.2%
m	126763	5.6%
a	126763	5.6%
y	126763	5.6%
Other values (5)	270213	11.9%

Uppercase Letter

Value	Count	Frequency (%)
P	117117	36.3%
H	117117	36.3%
C	62490	19.3%
E	9646	3.0%
F	9646	3.0%
O	7041	2.2%

Space Separator

Value	Count	Frequency (%)
	126763	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2590805	95.3%
Common	126763	4.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	358392	13.8%
e	260567	10.1%
o	234234	9.0%
d	198899	7.7%
i	189253	7.3%
l	189253	7.3%
h	186648	7.2%
m	126763	4.9%
a	126763	4.9%
y	126763	4.9%
Other values (11)	593270	22.9%

Common

Value	Count	Frequency (%)
	126763	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2717568	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	358392	13.2%
e	260567	9.6%
o	234234	8.6%
d	198899	7.3%
i	189253	7.0%
l	189253	7.0%
h	186648	6.9%
m	126763	4.7%
a	126763	4.7%
y	126763	4.7%
Other values (12)	720033	26.5%

detailed_household_summary_in_household
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Householder	75461
Child under 18 never married	47318
Spouse of householder	41684
Child 18 or older	14416
Other relative of householder	9651
Other values (3)	7764

Length

Max length	37
Median length	30
Mean length	20.147406
Min length	12

Characters and Unicode

Total characters	3954815
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other relative of householder
2nd row	Householder
3rd row	Child 18 or older
4th row	Child under 18 never married
5th row	Child under 18 never married

Common Values

Value	Count	Frequency (%)
Householder	75461	38.4%
Child under 18 never married	47318	24.1%
Spouse of householder	41684	21.2%
Child 18 or older	14416	7.3%
Other relative of householder	9651	4.9%
Nonrelative of householder	7585	3.9%
Group Quarters- Secondary individual	132	0.1%
Child under 18 ever married	47	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
householder	134381	24.1%
child	61781	11.1%
18	61781	11.1%
of	58920	10.6%
under	47365	8.5%
married	47365	8.5%
never	47318	8.5%
spouse	41684	7.5%
older	14416	2.6%
or	14416	2.6%
Other values (8)	27462	4.9%

Most occurring characters

Value	Count	Frequency (%)
e	558709	14.1%
	556889	14.1%
o	406047	10.3%
r	380088	9.6%
d	305704	7.7%
h	264733	6.7%
l	227946	5.8%
u	223826	5.7%
s	176197	4.5%
i	126778	3.2%
Other values (19)	727898	18.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3077674	77.8%
Space Separator	556889	14.1%
Uppercase Letter	196558	5.0%
Decimal Number	123562	3.1%
Dash Punctuation	132	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	558709	18.2%
o	406047	13.2%
r	380088	12.3%
d	305704	9.9%
h	264733	8.6%
l	227946	7.4%
u	223826	7.3%
s	176197	5.7%
i	126778	4.1%
n	102532	3.3%
Other values (8)	305114	9.9%

Uppercase Letter

Value	Count	Frequency (%)
H	75461	38.4%
C	61781	31.4%
S	41816	21.3%
O	9651	4.9%
N	7585	3.9%
G	132	0.1%
Q	132	0.1%

Decimal Number

Value	Count	Frequency (%)
8	61781	50.0%
1	61781	50.0%

Space Separator

Value	Count	Frequency (%)
	556889	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	132	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3274232	82.8%
Common	680583	17.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	558709	17.1%
o	406047	12.4%
r	380088	11.6%
d	305704	9.3%
h	264733	8.1%
l	227946	7.0%
u	223826	6.8%
s	176197	5.4%
i	126778	3.9%
n	102532	3.1%
Other values (15)	501672	15.3%

Common

Value	Count	Frequency (%)
	556889	81.8%
8	61781	9.1%
1	61781	9.1%
-	132	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3954815	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	558709	14.1%
	556889	14.1%
o	406047	10.3%
r	380088	9.6%
d	305704	7.7%
h	264733	6.7%
l	227946	5.8%
u	223826	5.7%
s	176197	4.5%
i	126778	3.2%
Other values (19)	727898	18.4%

instance_weight
Real number (ℝ)

Distinct	99800
Distinct (%)	50.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1743.2676

Minimum	37.87
Maximum	18656.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	37.87
5-th percentile	394.9995
Q1	1061.53
median	1620.175
Q3	2194.06
95-th percentile	3593.14
Maximum	18656.3
Range	18618.43
Interquartile range (IQR)	1132.53

Descriptive statistics

Standard deviation	996.94598
Coefficient of variation (CV)	0.57188351
Kurtosis	5.395758
Mean	1743.2676
Median Absolute Deviation (MAD)	564.265
Skewness	1.4314984
Sum	3.4219297 × 10⁸
Variance	993901.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1601.4	32	< 0.1%
1191.21	32	< 0.1%
753.23	32	< 0.1%
707.9	31	< 0.1%
1787.34	31	< 0.1%
1317.51	31	< 0.1%
1070.15	30	< 0.1%
1033.83	28	< 0.1%
1002.02	28	< 0.1%
1839.19	28	< 0.1%
Other values (99790)	195991	99.8%

Value	Count	Frequency (%)
37.87	1	< 0.1%
39.11	1	< 0.1%
40.67	2	< 0.1%
42.82	2	< 0.1%
43.26	3	< 0.1%
45.74	2	< 0.1%
47.83	6	< 0.1%
49.82	2	< 0.1%
52.43	1	< 0.1%
52.46	4	< 0.1%

Value	Count	Frequency (%)
18656.3	1	< 0.1%
16349.2	1	< 0.1%
13911.5	1	< 0.1%
13145.1	1	< 0.1%
13114.2	1	< 0.1%
12960.2	1	< 0.1%
12399.9	1	< 0.1%
12184.5	1	< 0.1%
11958.4	1	< 0.1%
11863	1	< 0.1%

migration_code_change_in_msa
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	99864
No movement	81128
MSA movement	10572
Non-MSA movement	2802
Mixed movement	1402

Length

Max length	16
Median length	15
Mean length	13.187005
Min length	11

Characters and Unicode

Total characters	2588530
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	MSA movement
3rd row	Not in universe
4th row	No movement
5th row	No movement

Common Values

Value	Count	Frequency (%)
Not in universe	99864	50.9%
No movement	81128	41.3%
MSA movement	10572	5.4%
Non-MSA movement	2802	1.4%
Mixed movement	1402	0.7%
International	526	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	99864	20.3%
in	99864	20.3%
universe	99864	20.3%
movement	95904	19.5%
no	81128	16.5%
msa	10572	2.1%
non-msa	2802	0.6%
mixed	1402	0.3%
international	526	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	393464	15.2%
n	300012	11.6%
	295632	11.4%
o	280224	10.8%
i	201656	7.8%
t	196820	7.6%
v	195768	7.6%
m	191808	7.4%
N	183794	7.1%
r	100390	3.9%
Other values (11)	248962	9.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2064252	79.7%
Space Separator	295632	11.4%
Uppercase Letter	225844	8.7%
Dash Punctuation	2802	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	393464	19.1%
n	300012	14.5%
o	280224	13.6%
i	201656	9.8%
t	196820	9.5%
v	195768	9.5%
m	191808	9.3%
r	100390	4.9%
s	99864	4.8%
u	99864	4.8%
Other values (4)	4382	0.2%

Uppercase Letter

Value	Count	Frequency (%)
N	183794	81.4%
M	14776	6.5%
S	13374	5.9%
A	13374	5.9%
I	526	0.2%

Space Separator

Value	Count	Frequency (%)
	295632	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2802	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2290096	88.5%
Common	298434	11.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	393464	17.2%
n	300012	13.1%
o	280224	12.2%
i	201656	8.8%
t	196820	8.6%
v	195768	8.5%
m	191808	8.4%
N	183794	8.0%
r	100390	4.4%
s	99864	4.4%
Other values (9)	146296	6.4%

Common

Value	Count	Frequency (%)
	295632	99.1%
-	2802	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2588530	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	393464	15.2%
n	300012	11.6%
	295632	11.4%
o	280224	10.8%
i	201656	7.8%
t	196820	7.6%
v	195768	7.6%
m	191808	7.4%
N	183794	7.1%
r	100390	3.9%
Other values (11)	248962	9.6%

migration_code_change_in_reg
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	99434
Same area	90907
Different area	5953

Length

Max length	15
Median length	15
Mean length	12.190974
Min length	9

Characters and Unicode

Total characters	2393015
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Same area
3rd row	Not in universe
4th row	Same area
5th row	Same area

Common Values

Value	Count	Frequency (%)
Not in universe	99434	50.7%
Same area	90907	46.3%
Different area	5953	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	99434	20.2%
in	99434	20.2%
universe	99434	20.2%
area	96860	19.7%
same	90907	18.5%
different	5953	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	398541	16.7%
	295728	12.4%
a	284627	11.9%
i	204821	8.6%
n	204821	8.6%
r	202247	8.5%
t	105387	4.4%
N	99434	4.2%
o	99434	4.2%
u	99434	4.2%
Other values (6)	398541	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1900993	79.4%
Space Separator	295728	12.4%
Uppercase Letter	196294	8.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	398541	21.0%
a	284627	15.0%
i	204821	10.8%
n	204821	10.8%
r	202247	10.6%
t	105387	5.5%
o	99434	5.2%
u	99434	5.2%
v	99434	5.2%
s	99434	5.2%
Other values (2)	102813	5.4%

Uppercase Letter

Value	Count	Frequency (%)
N	99434	50.7%
S	90907	46.3%
D	5953	3.0%

Space Separator

Value	Count	Frequency (%)
	295728	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2097287	87.6%
Common	295728	12.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	398541	19.0%
a	284627	13.6%
i	204821	9.8%
n	204821	9.8%
r	202247	9.6%
t	105387	5.0%
N	99434	4.7%
o	99434	4.7%
u	99434	4.7%
v	99434	4.7%
Other values (5)	299107	14.3%

Common

Value	Count	Frequency (%)
	295728	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2393015	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	398541	16.7%
	295728	12.4%
a	284627	11.9%
i	204821	8.6%
n	204821	8.6%
r	202247	8.5%
t	105387	4.4%
N	99434	4.2%
o	99434	4.2%
u	99434	4.2%
Other values (6)	398541	16.7%

migration_code_move_within_reg
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

?	98015
Nonmover	81128
Same county	9779
Different county same state	2792
Not in universe	1419
Other values (5)	3161

Length

Max length	29
Median length	28
Mean length	6.1949881
Min length	2

Characters and Unicode

Total characters	1216039
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	?
2nd row	Same county
3rd row	?
4th row	Nonmover
5th row	Nonmover

Common Values

Value	Count	Frequency (%)
?	98015	49.9%
Nonmover	81128	41.3%
Same county	9779	5.0%
Different county same state	2792	1.4%
Not in universe	1419	0.7%
Different state in South	972	0.5%
Different state in West	678	0.3%
Different state in Midwest	551	0.3%
Abroad	530	0.3%
Different state in Northeast	430	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	98015	43.5%
nonmover	81128	36.0%
same	12571	5.6%
county	12571	5.6%
different	5423	2.4%
state	5423	2.4%
in	4050	1.8%
not	1419	0.6%
universe	1419	0.6%
south	972	0.4%
Other values (4)	2189	1.0%

Most occurring characters

Value	Count	Frequency (%)
	225180	18.5%
o	178178	14.7%
e	114465	9.4%
n	104591	8.6%
?	98015	8.1%
m	93699	7.7%
r	88930	7.3%
N	82977	6.8%
v	82547	6.8%
t	33320	2.7%
Other values (16)	114137	9.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	791934	65.1%
Space Separator	225180	18.5%
Uppercase Letter	100910	8.3%
Other Punctuation	98015	8.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	178178	22.5%
e	114465	14.5%
n	104591	13.2%
m	93699	11.8%
r	88930	11.2%
v	82547	10.4%
t	33320	4.2%
a	18954	2.4%
u	14962	1.9%
c	12571	1.6%
Other values (8)	49717	6.3%

Uppercase Letter

Value	Count	Frequency (%)
N	82977	82.2%
S	10751	10.7%
D	5423	5.4%
W	678	0.7%
M	551	0.5%
A	530	0.5%

Space Separator

Value	Count	Frequency (%)
	225180	100.0%

Other Punctuation

Value	Count	Frequency (%)
?	98015	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	892844	73.4%
Common	323195	26.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	178178	20.0%
e	114465	12.8%
n	104591	11.7%
m	93699	10.5%
r	88930	10.0%
N	82977	9.3%
v	82547	9.2%
t	33320	3.7%
a	18954	2.1%
u	14962	1.7%
Other values (14)	80221	9.0%

Common

Value	Count	Frequency (%)
	225180	69.7%
?	98015	30.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1216039	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	225180	18.5%
o	178178	14.7%
e	114465	9.4%
n	104591	8.6%
?	98015	8.1%
m	93699	7.7%
r	88930	7.3%
N	82977	6.8%
v	82547	6.8%
t	33320	2.7%
Other values (16)	114137	9.4%

live_in_this_house_1_year_ago
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	99434
Yes	81128
No	15732

Length

Max length	15
Median length	15
Mean length	9.4919763
Min length	3

Characters and Unicode

Total characters	1863218
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	No
3rd row	Not in universe
4th row	Yes
5th row	Yes

Common Values

Value	Count	Frequency (%)
Not in universe	99434	50.7%
Yes	81128	41.3%
No	15732	8.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	99434	25.2%
in	99434	25.2%
universe	99434	25.2%
yes	81128	20.5%
no	15732	4.0%

Most occurring characters

Value	Count	Frequency (%)
	295728	15.9%
e	279996	15.0%
i	198868	10.7%
n	198868	10.7%
s	180562	9.7%
N	115166	6.2%
o	115166	6.2%
t	99434	5.3%
u	99434	5.3%
v	99434	5.3%
Other values (2)	180562	9.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1371196	73.6%
Space Separator	295728	15.9%
Uppercase Letter	196294	10.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	279996	20.4%
i	198868	14.5%
n	198868	14.5%
s	180562	13.2%
o	115166	8.4%
t	99434	7.3%
u	99434	7.3%
v	99434	7.3%
r	99434	7.3%

Uppercase Letter

Value	Count	Frequency (%)
N	115166	58.7%
Y	81128	41.3%

Space Separator

Value	Count	Frequency (%)
	295728	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1567490	84.1%
Common	295728	15.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	279996	17.9%
i	198868	12.7%
n	198868	12.7%
s	180562	11.5%
N	115166	7.3%
o	115166	7.3%
t	99434	6.3%
u	99434	6.3%
v	99434	6.3%
r	99434	6.3%

Common

Value	Count	Frequency (%)
	295728	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1863218	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	295728	15.9%
e	279996	15.0%
i	198868	10.7%
n	198868	10.7%
s	180562	9.7%
N	115166	6.2%
o	115166	6.2%
t	99434	5.3%
u	99434	5.3%
v	99434	5.3%
Other values (2)	180562	9.7%

migration_prev_res_in_sunbelt
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	180562
No	9959
Yes	5773

Length

Max length	15
Median length	15
Mean length	14.067669
Min length	3

Characters and Unicode

Total characters	2761399
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Yes
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	180562	92.0%
No	9959	5.1%
Yes	5773	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	180562	32.4%
in	180562	32.4%
universe	180562	32.4%
no	9959	1.8%
yes	5773	1.0%

Most occurring characters

Value	Count	Frequency (%)
	376856	13.6%
e	366897	13.3%
i	361124	13.1%
n	361124	13.1%
N	190521	6.9%
o	190521	6.9%
s	186335	6.7%
t	180562	6.5%
u	180562	6.5%
v	180562	6.5%
Other values (2)	186335	6.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2188249	79.2%
Space Separator	376856	13.6%
Uppercase Letter	196294	7.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	366897	16.8%
i	361124	16.5%
n	361124	16.5%
o	190521	8.7%
s	186335	8.5%
t	180562	8.3%
u	180562	8.3%
v	180562	8.3%
r	180562	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	190521	97.1%
Y	5773	2.9%

Space Separator

Value	Count	Frequency (%)
	376856	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2384543	86.4%
Common	376856	13.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	366897	15.4%
i	361124	15.1%
n	361124	15.1%
N	190521	8.0%
o	190521	8.0%
s	186335	7.8%
t	180562	7.6%
u	180562	7.6%
v	180562	7.6%
r	180562	7.6%

Common

Value	Count	Frequency (%)
	376856	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2761399	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	376856	13.6%
e	366897	13.3%
i	361124	13.1%
n	361124	13.1%
N	190521	6.9%
o	190521	6.9%
s	186335	6.7%
t	180562	6.5%
u	180562	6.5%
v	180562	6.5%
Other values (2)	186335	6.7%

num_persons_worked_for_employer
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9881046

Minimum	0
Maximum	6
Zeros	92770
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.3710177
Coefficient of variation (CV)	1.1926021
Kurtosis	-1.1180198
Mean	1.9881046
Median Absolute Deviation (MAD)	1
Skewness	0.72692272
Sum	390253
Variance	5.6217248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	92770	47.3%
6	36507	18.6%
1	23103	11.8%
4	14377	7.3%
3	13424	6.8%
2	10079	5.1%
5	6034	3.1%

Value	Count	Frequency (%)
0	92770	47.3%
1	23103	11.8%
2	10079	5.1%
3	13424	6.8%
4	14377	7.3%
5	6034	3.1%
6	36507	18.6%

Value	Count	Frequency (%)
6	36507	18.6%
5	6034	3.1%
4	14377	7.3%
3	13424	6.8%
2	10079	5.1%
1	23103	11.8%
0	92770	47.3%

family_members_under_18
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	144161
Both parents present	36107
Mother only present	12517
Father only present	1871
Neither parent present	1638

Length

Max length	23
Median length	16
Mean length	17.271323
Min length	16

Characters and Unicode

Total characters	3390257
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Both parents present
5th row	Both parents present

Common Values

Value	Count	Frequency (%)
Not in universe	144161	73.4%
Both parents present	36107	18.4%
Mother only present	12517	6.4%
Father only present	1871	1.0%
Neither parent present	1638	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	144161	24.5%
in	144161	24.5%
universe	144161	24.5%
present	52133	8.9%
both	36107	6.1%
parents	36107	6.1%
only	14388	2.4%
mother	12517	2.1%
father	1871	0.3%
neither	1638	0.3%

Most occurring characters

Value	Count	Frequency (%)
	588882	17.4%
e	447997	13.2%
n	392588	11.6%
i	289960	8.6%
t	286172	8.4%
r	250065	7.4%
s	232401	6.9%
o	207173	6.1%
N	145799	4.3%
u	144161	4.3%
Other values (9)	405059	11.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2605081	76.8%
Space Separator	588882	17.4%
Uppercase Letter	196294	5.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	447997	17.2%
n	392588	15.1%
i	289960	11.1%
t	286172	11.0%
r	250065	9.6%
s	232401	8.9%
o	207173	8.0%
u	144161	5.5%
v	144161	5.5%
p	89878	3.5%
Other values (4)	120525	4.6%

Uppercase Letter

Value	Count	Frequency (%)
N	145799	74.3%
B	36107	18.4%
M	12517	6.4%
F	1871	1.0%

Space Separator

Value	Count	Frequency (%)
	588882	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2801375	82.6%
Common	588882	17.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	447997	16.0%
n	392588	14.0%
i	289960	10.4%
t	286172	10.2%
r	250065	8.9%
s	232401	8.3%
o	207173	7.4%
N	145799	5.2%
u	144161	5.1%
v	144161	5.1%
Other values (8)	260898	9.3%

Common

Value	Count	Frequency (%)
	588882	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3390257	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	588882	17.4%
e	447997	13.2%
n	392588	11.6%
i	289960	8.6%
t	286172	8.4%
r	250065	7.4%
s	232401	6.9%
o	207173	6.1%
N	145799	4.3%
u	144161	4.3%
Other values (9)	405059	11.9%

country_of_birth_father
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

United-States	156037
Mexico	9948
?	6703
Puerto-Rico	2676
Italy	2212
Other values (38)	18718

Length

Max length	29
Median length	14
Mean length	12.650193
Min length	2

Characters and Unicode

Total characters	2483157
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	United-States
2nd row	United-States
3rd row	Vietnam
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	156037	79.5%
Mexico	9948	5.1%
?	6703	3.4%
Puerto-Rico	2676	1.4%
Italy	2212	1.1%
Canada	1380	0.7%
Germany	1356	0.7%
Dominican-Republic	1284	0.7%
Poland	1210	0.6%
Philippines	1152	0.6%
Other values (33)	12336	6.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	156037	79.0%
mexico	9948	5.0%
	6703	3.4%
puerto-rico	2676	1.4%
italy	2212	1.1%
canada	1380	0.7%
germany	1356	0.7%
dominican-republic	1284	0.6%
poland	1210	0.6%
philippines	1152	0.6%
Other values (39)	13608	6.9%

Most occurring characters

Value	Count	Frequency (%)
t	475783	19.2%
e	332247	13.4%
	197566	8.0%
a	182642	7.4%
i	180939	7.3%
n	170161	6.9%
d	162934	6.6%
-	161189	6.5%
S	158114	6.4%
s	157805	6.4%
Other values (37)	303777	12.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1764787	71.1%
Uppercase Letter	352482	14.2%
Space Separator	197566	8.0%
Dash Punctuation	161189	6.5%
Other Punctuation	6815	0.3%
Open Punctuation	159	< 0.1%
Close Punctuation	159	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	475783	27.0%
e	332247	18.8%
a	182642	10.3%
i	180939	10.3%
n	170161	9.6%
d	162934	9.2%
s	157805	8.9%
o	22709	1.3%
c	17286	1.0%
l	11397	0.6%
Other values (11)	50884	2.9%

Uppercase Letter

Value	Count	Frequency (%)
S	158114	44.9%
U	156355	44.4%
M	9948	2.8%
P	5785	1.6%
C	4164	1.2%
R	3960	1.1%
I	3691	1.0%
G	2302	0.7%
E	2151	0.6%
D	1284	0.4%
Other values (10)	4728	1.3%

Other Punctuation

Value	Count	Frequency (%)
?	6703	98.4%
&	112	1.6%

Space Separator

Value	Count	Frequency (%)
	197566	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	161189	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	159	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	159	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2117269	85.3%
Common	365888	14.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	475783	22.5%
e	332247	15.7%
a	182642	8.6%
i	180939	8.5%
n	170161	8.0%
d	162934	7.7%
S	158114	7.5%
s	157805	7.5%
U	156355	7.4%
o	22709	1.1%
Other values (31)	117580	5.6%

Common

Value	Count	Frequency (%)
	197566	54.0%
-	161189	44.1%
?	6703	1.8%
(	159	< 0.1%
)	159	< 0.1%
&	112	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2483157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	475783	19.2%
e	332247	13.4%
	197566	8.0%
a	182642	7.4%
i	180939	7.3%
n	170161	6.9%
d	162934	6.6%
-	161189	6.5%
S	158114	6.4%
s	157805	6.4%
Other values (37)	303777	12.2%

country_of_birth_mother
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

United-States	157355
Mexico	9721
?	6107
Puerto-Rico	2468
Italy	1844
Other values (38)	18799

Length

Max length	29
Median length	14
Mean length	12.703582
Min length	2

Characters and Unicode

Total characters	2493637
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	United-States
2nd row	United-States
3rd row	Vietnam
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	157355	80.2%
Mexico	9721	5.0%
?	6107	3.1%
Puerto-Rico	2468	1.3%
Italy	1844	0.9%
Canada	1451	0.7%
Germany	1382	0.7%
Philippines	1228	0.6%
Poland	1109	0.6%
El-Salvador	1107	0.6%
Other values (33)	12522	6.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	157355	79.6%
mexico	9721	4.9%
	6107	3.1%
puerto-rico	2468	1.2%
italy	1844	0.9%
canada	1451	0.7%
germany	1382	0.7%
philippines	1228	0.6%
poland	1109	0.6%
el-salvador	1107	0.6%
Other values (39)	13864	7.0%

Most occurring characters

Value	Count	Frequency (%)
t	479197	19.2%
e	334332	13.4%
	197636	7.9%
a	183901	7.4%
i	181335	7.3%
n	171510	6.9%
d	164509	6.6%
-	162233	6.5%
S	159624	6.4%
s	159182	6.4%
Other values (37)	300178	12.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1773075	71.1%
Uppercase Letter	354174	14.2%
Space Separator	197636	7.9%
Dash Punctuation	162233	6.5%
Other Punctuation	6205	0.2%
Open Punctuation	157	< 0.1%
Close Punctuation	157	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	479197	27.0%
e	334332	18.9%
a	183901	10.4%
i	181335	10.2%
n	171510	9.7%
d	164509	9.3%
s	159182	9.0%
o	21918	1.2%
c	16382	0.9%
l	11183	0.6%
Other values (11)	49626	2.8%

Uppercase Letter

Value	Count	Frequency (%)
S	159624	45.1%
U	157669	44.5%
M	9721	2.7%
P	5533	1.6%
C	4082	1.2%
R	3565	1.0%
I	3378	1.0%
E	2383	0.7%
G	2242	0.6%
D	1097	0.3%
Other values (10)	4880	1.4%

Other Punctuation

Value	Count	Frequency (%)
?	6107	98.4%
&	98	1.6%

Space Separator

Value	Count	Frequency (%)
	197636	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	162233	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	157	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	157	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2127249	85.3%
Common	366388	14.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	479197	22.5%
e	334332	15.7%
a	183901	8.6%
i	181335	8.5%
n	171510	8.1%
d	164509	7.7%
S	159624	7.5%
s	159182	7.5%
U	157669	7.4%
o	21918	1.0%
Other values (31)	114072	5.4%

Common

Value	Count	Frequency (%)
	197636	53.9%
-	162233	44.3%
?	6107	1.7%
(	157	< 0.1%
)	157	< 0.1%
&	98	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2493637	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	479197	19.2%
e	334332	13.4%
	197636	7.9%
a	183901	7.4%
i	181335	7.3%
n	171510	6.9%
d	164509	6.6%
-	162233	6.5%
S	159624	6.4%
s	159182	6.4%
Other values (37)	300178	12.0%

country_of_birth_self
Categorical

High correlation Imbalance

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

United-States	173783
Mexico	5759
?	3389
Puerto-Rico	1400
Germany	850
Other values (38)	11113

Length

Max length	29
Median length	14
Mean length	13.268597
Min length	2

Characters and Unicode

Total characters	2604546
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	United-States
2nd row	United-States
3rd row	Vietnam
4th row	United-States
5th row	United-States

Common Values

Value	Count	Frequency (%)
United-States	173783	88.5%
Mexico	5759	2.9%
?	3389	1.7%
Puerto-Rico	1400	0.7%
Germany	850	0.4%
Philippines	844	0.4%
Cuba	836	0.4%
Canada	700	0.4%
El-Salvador	689	0.4%
Dominican-Republic	687	0.3%
Other values (33)	7357	3.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
united-states	173783	88.1%
mexico	5759	2.9%
	3389	1.7%
puerto-rico	1400	0.7%
germany	850	0.4%
philippines	844	0.4%
cuba	836	0.4%
canada	700	0.4%
el-salvador	689	0.3%
dominican-republic	687	0.3%
Other values (39)	8404	4.3%

Most occurring characters

Value	Count	Frequency (%)
t	525111	20.2%
e	359441	13.8%
	197341	7.6%
a	189262	7.3%
i	188898	7.3%
n	181941	7.0%
d	177412	6.8%
-	176701	6.8%
S	175256	6.7%
s	174965	6.7%
Other values (37)	258218	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1855854	71.3%
Uppercase Letter	370957	14.2%
Space Separator	197341	7.6%
Dash Punctuation	176701	6.8%
Other Punctuation	3455	0.1%
Open Punctuation	119	< 0.1%
Close Punctuation	119	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	525111	28.3%
e	359441	19.4%
a	189262	10.2%
i	188898	10.2%
n	181941	9.8%
d	177412	9.6%
s	174965	9.4%
o	12963	0.7%
c	9791	0.5%
x	5759	0.3%
Other values (11)	30311	1.6%

Uppercase Letter

Value	Count	Frequency (%)
S	175256	47.2%
U	174021	46.9%
M	5759	1.6%
P	3095	0.8%
C	2542	0.7%
R	2087	0.6%
G	1459	0.4%
E	1402	0.4%
I	1237	0.3%
D	687	0.2%
Other values (10)	3412	0.9%

Other Punctuation

Value	Count	Frequency (%)
?	3389	98.1%
&	66	1.9%

Space Separator

Value	Count	Frequency (%)
	197341	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	176701	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	119	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	119	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2226811	85.5%
Common	377735	14.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	525111	23.6%
e	359441	16.1%
a	189262	8.5%
i	188898	8.5%
n	181941	8.2%
d	177412	8.0%
S	175256	7.9%
s	174965	7.9%
U	174021	7.8%
o	12963	0.6%
Other values (31)	67541	3.0%

Common

Value	Count	Frequency (%)
	197341	52.2%
-	176701	46.8%
?	3389	0.9%
(	119	< 0.1%
)	119	< 0.1%
&	66	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2604546	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	525111	20.2%
e	359441	13.8%
	197341	7.6%
a	189262	7.3%
i	188898	7.3%
n	181941	7.0%
d	177412	6.8%
-	176701	6.8%
S	175256	6.7%
s	174965	6.7%
Other values (37)	258218	9.9%

citizenship
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Native	177058
Foreign	13385
Naturalized	5851

Length

Max length	11
Median length	6
Mean length	6.2172252
Min length	6

Characters and Unicode

Total characters	1220404
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Native
2nd row	Native
3rd row	Foreign
4th row	Native
5th row	Native

Common Values

Value	Count	Frequency (%)
Native	177058	90.2%
Foreign	13385	6.8%
Naturalized	5851	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
native	177058	90.2%
foreign	13385	6.8%
naturalized	5851	3.0%

Most occurring characters

Value	Count	Frequency (%)
i	196294	16.1%
e	196294	16.1%
a	188760	15.5%
N	182909	15.0%
t	182909	15.0%
v	177058	14.5%
r	19236	1.6%
F	13385	1.1%
o	13385	1.1%
g	13385	1.1%
Other values (5)	36789	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1024110	83.9%
Uppercase Letter	196294	16.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	196294	19.2%
e	196294	19.2%
a	188760	18.4%
t	182909	17.9%
v	177058	17.3%
r	19236	1.9%
o	13385	1.3%
g	13385	1.3%
n	13385	1.3%
u	5851	0.6%
Other values (3)	17553	1.7%

Uppercase Letter

Value	Count	Frequency (%)
N	182909	93.2%
F	13385	6.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1220404	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	196294	16.1%
e	196294	16.1%
a	188760	15.5%
N	182909	15.0%
t	182909	15.0%
v	177058	14.5%
r	19236	1.6%
F	13385	1.1%
o	13385	1.1%
g	13385	1.1%
Other values (5)	36789	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1220404	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	196294	16.1%
e	196294	16.1%
a	188760	15.5%
N	182909	15.0%
t	182909	15.0%
v	177058	14.5%
r	19236	1.6%
F	13385	1.1%
o	13385	1.1%
g	13385	1.1%
Other values (5)	36789	3.0%

own_business_or_self_employed
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	177445
No	16151
Yes	2698

Length

Max length	15
Median length	15
Mean length	13.765428
Min length	2

Characters and Unicode

Total characters	2702071
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	177445	90.4%
No	16151	8.2%
Yes	2698	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	177445	32.2%
in	177445	32.2%
universe	177445	32.2%
no	16151	2.9%
yes	2698	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	357588	13.2%
	354890	13.1%
i	354890	13.1%
n	354890	13.1%
N	193596	7.2%
o	193596	7.2%
s	180143	6.7%
t	177445	6.6%
u	177445	6.6%
v	177445	6.6%
Other values (2)	180143	6.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2150887	79.6%
Space Separator	354890	13.1%
Uppercase Letter	196294	7.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	357588	16.6%
i	354890	16.5%
n	354890	16.5%
o	193596	9.0%
s	180143	8.4%
t	177445	8.2%
u	177445	8.2%
v	177445	8.2%
r	177445	8.2%

Uppercase Letter

Value	Count	Frequency (%)
N	193596	98.6%
Y	2698	1.4%

Space Separator

Value	Count	Frequency (%)
	354890	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2347181	86.9%
Common	354890	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	357588	15.2%
i	354890	15.1%
n	354890	15.1%
N	193596	8.2%
o	193596	8.2%
s	180143	7.7%
t	177445	7.6%
u	177445	7.6%
v	177445	7.6%
r	177445	7.6%

Common

Value	Count	Frequency (%)
	354890	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2702071	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	357588	13.2%
	354890	13.1%
i	354890	13.1%
n	354890	13.1%
N	193596	7.2%
o	193596	7.2%
s	180143	6.7%
t	177445	6.6%
u	177445	6.6%
v	177445	6.6%
Other values (2)	180143	6.7%

fill_inc_questionnaire_for_veteran's_admin
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not in universe	194310
No	1593
Yes	391

Length

Max length	16
Median length	16
Mean length	15.870597
Min length	3

Characters and Unicode

Total characters	3115303
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not in universe
2nd row	Not in universe
3rd row	Not in universe
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not in universe	194310	99.0%
No	1593	0.8%
Yes	391	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	194310	33.2%
in	194310	33.2%
universe	194310	33.2%
no	1593	0.3%
yes	391	0.1%

Most occurring characters

Value	Count	Frequency (%)
	584914	18.8%
e	389011	12.5%
i	388620	12.5%
n	388620	12.5%
N	195903	6.3%
o	195903	6.3%
s	194701	6.2%
t	194310	6.2%
u	194310	6.2%
v	194310	6.2%
Other values (2)	194701	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2334095	74.9%
Space Separator	584914	18.8%
Uppercase Letter	196294	6.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	389011	16.7%
i	388620	16.6%
n	388620	16.6%
o	195903	8.4%
s	194701	8.3%
t	194310	8.3%
u	194310	8.3%
v	194310	8.3%
r	194310	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	195903	99.8%
Y	391	0.2%

Space Separator

Value	Count	Frequency (%)
	584914	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2530389	81.2%
Common	584914	18.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	389011	15.4%
i	388620	15.4%
n	388620	15.4%
N	195903	7.7%
o	195903	7.7%
s	194701	7.7%
t	194310	7.7%
u	194310	7.7%
v	194310	7.7%
r	194310	7.7%

Common

Value	Count	Frequency (%)
	584914	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3115303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	584914	18.8%
e	389011	12.5%
i	388620	12.5%
n	388620	12.5%
N	195903	6.3%
o	195903	6.3%
s	194701	6.2%
t	194310	6.2%
u	194310	6.2%
v	194310	6.2%
Other values (2)	194701	6.2%

veterans_benefits
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Not a Veteran	149976
Not in universe	44334
Veteran	1984

Length

Max length	15
Median length	13
Mean length	13.391066
Min length	7

Characters and Unicode

Total characters	2628586
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not a Veteran
2nd row	Not a Veteran
3rd row	Not a Veteran
4th row	Not in universe
5th row	Not in universe

Common Values

Value	Count	Frequency (%)
Not a Veteran	149976	76.4%
Not in universe	44334	22.6%
Veteran	1984	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	194310	33.2%
veteran	151960	26.0%
a	149976	25.6%
in	44334	7.6%
universe	44334	7.6%

Most occurring characters

Value	Count	Frequency (%)
e	392588	14.9%
	388620	14.8%
t	346270	13.2%
a	301936	11.5%
n	240628	9.2%
r	196294	7.5%
N	194310	7.4%
o	194310	7.4%
V	151960	5.8%
i	88668	3.4%
Other values (3)	133002	5.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1893696	72.0%
Space Separator	388620	14.8%
Uppercase Letter	346270	13.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	392588	20.7%
t	346270	18.3%
a	301936	15.9%
n	240628	12.7%
r	196294	10.4%
o	194310	10.3%
i	88668	4.7%
u	44334	2.3%
v	44334	2.3%
s	44334	2.3%

Uppercase Letter

Value	Count	Frequency (%)
N	194310	56.1%
V	151960	43.9%

Space Separator

Value	Count	Frequency (%)
	388620	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2239966	85.2%
Common	388620	14.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	392588	17.5%
t	346270	15.5%
a	301936	13.5%
n	240628	10.7%
r	196294	8.8%
N	194310	8.7%
o	194310	8.7%
V	151960	6.8%
i	88668	4.0%
u	44334	2.0%
Other values (2)	88668	4.0%

Common

Value	Count	Frequency (%)
	388620	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2628586	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	392588	14.9%
	388620	14.8%
t	346270	13.2%
a	301936	11.5%
n	240628	9.2%
r	196294	7.5%
N	194310	7.4%
o	194310	7.4%
V	151960	5.8%
i	88668	3.4%
Other values (3)	133002	5.1%

weeks_worked_in_year
Real number (ℝ)

High correlation Zeros

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.553889

Minimum	0
Maximum	52
Zeros	92770
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	12
Q3	52
95-th percentile	52
Maximum	52
Range	52
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	24.428588
Coefficient of variation (CV)	1.0371361
Kurtosis	-1.8743188
Mean	23.553889
Median Absolute Deviation (MAD)	12
Skewness	0.18056487
Sum	4623487
Variance	596.75593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	92770	47.3%
52	70308	35.8%
40	2790	1.4%
50	2304	1.2%
26	2268	1.2%
48	1806	0.9%
12	1777	0.9%
30	1378	0.7%
20	1330	0.7%
8	1125	0.6%
Other values (43)	18438	9.4%

Value	Count	Frequency (%)
0	92770	47.3%
1	464	0.2%
2	457	0.2%
3	417	0.2%
4	757	0.4%
5	309	0.2%
6	645	0.3%
7	152	0.1%
8	1125	0.6%
9	239	0.1%

Value	Count	Frequency (%)
52	70308	35.8%
51	819	0.4%
50	2304	1.2%
49	509	0.3%
48	1806	0.9%
47	278	0.1%
46	708	0.4%
45	669	0.3%
44	845	0.4%
43	374	0.2%

year
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

1994	98279
1995	98015

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	785176
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1995
2nd row	1994
3rd row	1995
4th row	1994
5th row	1994

Common Values

Value	Count	Frequency (%)
1994	98279	50.1%
1995	98015	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1994	98279	50.1%
1995	98015	49.9%

Most occurring characters

Value	Count	Frequency (%)
9	392588	50.0%
1	196294	25.0%
4	98279	12.5%
5	98015	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	785176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	392588	50.0%
1	196294	25.0%
4	98279	12.5%
5	98015	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	785176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	392588	50.0%
1	196294	25.0%
4	98279	12.5%
5	98015	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	785176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
9	392588	50.0%
1	196294	25.0%
4	98279	12.5%
5	98015	12.5%

target
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

1	183912
0	12382

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	196294
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Most occurring characters

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	196294	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	196294	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	196294	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	183912	93.7%
0	12382	6.3%

Interactions

Correlations

	age	capital_gains	capital_losses	citizenship	class_of_worker	country_of_birth_father	country_of_birth_mother	country_of_birth_self	detailed_household_and_family_stat	detailed_household_summary_in_household	detailed_industry_recode	detailed_occupation_recode	dividends_from_stocks	education	enroll_in_edu_inst_last_wk	family_members_under_18	fill_inc_questionnaire_for_veteran's_admin	full_or_part_time_employment_stat	hispanic_origin	instance_weight	live_in_this_house_1_year_ago	major_industry_code	major_occupation_code	marital_stat	member_of_a_labor_union	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	own_business_or_self_employed	race	reason_for_unemployment	region_of_previous_residence	sex	target	tax_filer_stat	veterans_benefits	wage_per_hour	weeks_worked_in_year	year
age	1.000	0.127	0.068	0.121	0.365	0.092	0.086	0.062	0.507	0.397	0.245	0.249	0.251	0.444	0.434	0.481	0.090	0.315	0.051	0.004	0.115	0.244	0.243	0.425	0.172	0.073	0.066	0.086	0.108	0.226	0.192	0.056	0.080	0.069	0.061	0.242	0.585	0.644	0.039	0.269	0.009
capital_gains	0.127	1.000	-0.028	0.012	0.048	0.009	0.009	0.004	0.042	0.051	0.049	0.097	0.117	0.075	0.022	0.029	0.000	0.030	0.012	0.003	0.008	0.047	0.064	0.032	0.019	0.014	0.006	0.014	0.008	0.113	0.027	0.011	0.004	0.014	0.058	0.318	0.059	0.037	0.005	0.130	0.006
capital_losses	0.068	-0.028	1.000	0.007	0.051	0.010	0.006	0.000	0.047	0.054	0.038	0.047	0.067	0.054	0.021	0.039	0.010	0.034	0.006	0.009	0.004	0.037	0.040	0.045	0.020	0.002	0.002	0.002	0.004	0.097	0.023	0.010	0.004	0.000	0.073	0.172	0.095	0.054	0.005	0.105	0.003
citizenship	0.121	0.012	0.007	1.000	0.057	0.536	0.542	0.720	0.107	0.111	0.098	0.114	0.009	0.137	0.018	0.086	0.016	0.046	0.397	0.044	0.031	0.083	0.093	0.102	0.013	0.092	0.021	0.092	0.029	0.046	0.024	0.240	0.027	0.092	0.010	0.038	0.055	0.084	0.017	0.035	0.012
class_of_worker	0.365	0.048	0.051	0.057	1.000	0.055	0.053	0.052	0.261	0.276	0.639	0.599	0.015	0.318	0.090	0.275	0.026	0.363	0.047	0.018	0.037	0.655	0.549	0.212	0.278	0.029	0.021	0.052	0.036	0.510	0.208	0.047	0.436	0.027	0.123	0.235	0.486	0.389	0.083	0.448	0.003
country_of_birth_father	0.092	0.009	0.010	0.536	0.055	1.000	0.771	0.659	0.095	0.067	0.029	0.036	0.005	0.114	0.036	0.069	0.024	0.062	0.532	0.044	0.037	0.034	0.049	0.086	0.043	0.053	0.029	0.040	0.047	0.043	0.049	0.440	0.019	0.062	0.025	0.071	0.077	0.080	0.005	0.030	0.030
country_of_birth_mother	0.086	0.009	0.006	0.542	0.053	0.771	1.000	0.686	0.091	0.064	0.029	0.036	0.000	0.112	0.036	0.066	0.024	0.059	0.542	0.043	0.036	0.034	0.048	0.083	0.042	0.053	0.029	0.040	0.048	0.041	0.046	0.443	0.018	0.062	0.024	0.070	0.072	0.076	0.007	0.028	0.030
country_of_birth_self	0.062	0.004	0.000	0.720	0.052	0.659	0.686	1.000	0.088	0.063	0.035	0.042	0.000	0.123	0.029	0.062	0.015	0.045	0.489	0.032	0.033	0.039	0.055	0.070	0.028	0.059	0.028	0.045	0.042	0.036	0.025	0.380	0.024	0.066	0.028	0.059	0.058	0.084	0.007	0.021	0.024
detailed_household_and_family_stat	0.507	0.042	0.047	0.107	0.261	0.095	0.091	0.088	1.000	0.981	0.266	0.275	0.027	0.428	0.205	0.527	0.048	0.180	0.081	0.033	0.073	0.267	0.268	0.487	0.105	0.062	0.047	0.089	0.069	0.261	0.095	0.075	0.040	0.060	0.057	0.195	0.538	0.504	0.052	0.276	0.005
detailed_household_summary_in_household	0.397	0.051	0.054	0.111	0.276	0.067	0.064	0.063	0.981	1.000	0.220	0.234	0.018	0.397	0.336	0.529	0.067	0.215	0.055	0.037	0.073	0.220	0.223	0.419	0.128	0.051	0.048	0.065	0.068	0.228	0.136	0.072	0.063	0.048	0.372	0.225	0.662	0.603	0.036	0.221	0.006
detailed_industry_recode	0.245	0.049	0.038	0.098	0.639	0.029	0.029	0.035	0.266	0.220	1.000	0.425	0.009	0.321	0.127	0.276	0.029	0.360	0.052	0.018	0.036	0.915	0.599	0.195	0.261	0.031	0.028	0.036	0.039	0.404	0.208	0.057	0.155	0.030	0.301	0.280	0.488	0.387	0.067	0.305	0.007
detailed_occupation_recode	0.249	0.097	0.047	0.114	0.599	0.036	0.036	0.042	0.275	0.234	0.425	1.000	0.019	0.404	0.161	0.276	0.032	0.360	0.063	0.017	0.036	0.561	1.000	0.203	0.261	0.029	0.026	0.036	0.037	0.395	0.214	0.071	0.163	0.027	0.395	0.437	0.497	0.387	0.077	0.310	0.006
dividends_from_stocks	0.251	0.117	0.067	0.009	0.015	0.005	0.000	0.000	0.027	0.018	0.009	0.019	1.000	0.040	0.009	0.019	0.004	0.015	0.007	0.011	0.009	0.013	0.014	0.023	0.005	0.007	0.006	0.006	0.007	0.147	0.012	0.010	0.000	0.007	0.011	0.146	0.037	0.025	-0.000	0.152	0.000
education	0.444	0.075	0.054	0.137	0.318	0.114	0.112	0.123	0.428	0.397	0.321	0.404	0.040	1.000	0.327	0.454	0.043	0.279	0.102	0.021	0.024	0.319	0.373	0.299	0.148	0.020	0.029	0.074	0.023	0.286	0.156	0.068	0.064	0.017	0.068	0.377	0.545	0.707	0.051	0.287	0.009
enroll_in_edu_inst_last_wk	0.434	0.022	0.021	0.018	0.090	0.036	0.036	0.029	0.205	0.336	0.127	0.161	0.009	0.327	1.000	0.157	0.014	0.073	0.022	0.022	0.019	0.133	0.118	0.199	0.025	0.021	0.014	0.027	0.020	0.071	0.070	0.026	0.087	0.021	0.014	0.065	0.173	0.102	0.023	0.184	0.003
family_members_under_18	0.481	0.029	0.039	0.086	0.275	0.069	0.066	0.062	0.527	0.529	0.276	0.276	0.019	0.454	0.157	1.000	0.042	0.221	0.063	0.017	0.027	0.276	0.276	0.350	0.128	0.022	0.016	0.074	0.021	0.283	0.125	0.099	0.045	0.018	0.038	0.156	0.531	0.628	0.043	0.283	0.006
fill_inc_questionnaire_for_veteran's_admin	0.090	0.000	0.010	0.016	0.026	0.024	0.024	0.015	0.048	0.067	0.029	0.032	0.004	0.043	0.014	0.042	1.000	0.038	0.020	0.006	0.006	0.028	0.027	0.063	0.009	0.006	0.002	0.009	0.006	0.023	0.005	0.013	0.004	0.005	0.064	0.027	0.026	0.707	0.000	0.021	0.000
full_or_part_time_employment_stat	0.315	0.030	0.034	0.046	0.363	0.062	0.059	0.045	0.180	0.215	0.360	0.360	0.015	0.279	0.073	0.221	0.038	1.000	0.033	0.022	0.553	0.360	0.359	0.189	0.148	0.449	0.553	0.458	0.165	0.309	0.131	0.022	0.077	0.135	0.104	0.151	0.277	0.304	0.057	0.325	0.793
hispanic_origin	0.051	0.012	0.006	0.397	0.047	0.532	0.542	0.489	0.081	0.055	0.052	0.063	0.007	0.102	0.022	0.063	0.020	0.033	1.000	0.051	0.041	0.045	0.054	0.057	0.045	0.042	0.033	0.031	0.057	0.036	0.034	0.153	0.020	0.052	0.013	0.070	0.080	0.072	0.009	0.026	0.042
instance_weight	0.004	0.003	0.009	0.044	0.018	0.044	0.043	0.032	0.033	0.037	0.018	0.017	0.011	0.021	0.022	0.017	0.006	0.022	0.051	1.000	0.032	0.016	0.015	0.023	0.016	0.027	0.028	0.017	0.037	0.037	0.016	0.083	0.016	0.029	0.036	0.012	0.043	0.020	0.018	0.025	0.030
live_in_this_house_1_year_ago	0.115	0.008	0.004	0.031	0.037	0.037	0.036	0.033	0.073	0.073	0.036	0.036	0.009	0.024	0.019	0.027	0.006	0.553	0.041	0.032	1.000	0.034	0.029	0.061	0.010	0.992	0.818	1.000	0.707	0.035	0.049	0.045	0.033	0.707	0.006	0.029	0.046	0.019	0.008	0.041	0.986
major_industry_code	0.244	0.047	0.037	0.083	0.655	0.034	0.034	0.039	0.267	0.220	0.915	0.561	0.013	0.319	0.133	0.276	0.028	0.360	0.045	0.016	0.034	1.000	0.588	0.195	0.259	0.028	0.026	0.035	0.036	0.402	0.208	0.052	0.154	0.027	0.293	0.276	0.488	0.387	0.066	0.306	0.007
major_occupation_code	0.243	0.064	0.040	0.093	0.549	0.049	0.048	0.055	0.268	0.223	0.599	1.000	0.014	0.373	0.118	0.276	0.027	0.359	0.054	0.015	0.029	0.588	1.000	0.196	0.246	0.024	0.023	0.034	0.030	0.378	0.208	0.057	0.152	0.022	0.337	0.365	0.491	0.387	0.067	0.304	0.004
marital_stat	0.425	0.032	0.045	0.102	0.212	0.086	0.083	0.070	0.487	0.419	0.195	0.203	0.023	0.299	0.199	0.350	0.063	0.189	0.057	0.023	0.061	0.195	0.196	1.000	0.095	0.041	0.031	0.060	0.055	0.189	0.074	0.082	0.038	0.037	0.163	0.194	0.719	0.447	0.040	0.199	0.000
member_of_a_labor_union	0.172	0.019	0.020	0.013	0.278	0.043	0.042	0.028	0.105	0.128	0.261	0.261	0.005	0.148	0.025	0.128	0.009	0.148	0.045	0.016	0.010	0.259	0.246	0.095	1.000	0.011	0.009	0.024	0.009	0.227	0.068	0.022	0.041	0.011	0.030	0.074	0.166	0.126	0.351	0.221	0.000
migration_code_change_in_msa	0.073	0.014	0.002	0.092	0.029	0.053	0.053	0.059	0.062	0.051	0.031	0.029	0.007	0.020	0.021	0.022	0.006	0.449	0.042	0.027	0.992	0.028	0.024	0.041	0.011	1.000	0.856	0.793	0.706	0.025	0.050	0.049	0.024	0.629	0.005	0.031	0.050	0.020	0.005	0.030	0.981
migration_code_change_in_reg	0.066	0.006	0.002	0.021	0.021	0.029	0.029	0.028	0.047	0.048	0.028	0.026	0.006	0.029	0.014	0.016	0.002	0.553	0.033	0.028	0.818	0.026	0.023	0.031	0.009	0.856	1.000	1.000	0.447	0.029	0.041	0.041	0.033	0.467	0.005	0.014	0.025	0.016	0.008	0.040	0.986
migration_code_move_within_reg	0.086	0.014	0.002	0.092	0.052	0.040	0.040	0.045	0.089	0.065	0.036	0.036	0.006	0.074	0.027	0.074	0.009	0.458	0.031	0.017	1.000	0.035	0.034	0.060	0.024	0.793	1.000	1.000	0.743	0.043	0.057	0.044	0.028	0.709	0.009	0.038	0.092	0.112	0.003	0.038	1.000
migration_prev_res_in_sunbelt	0.108	0.008	0.004	0.029	0.036	0.047	0.048	0.042	0.069	0.068	0.039	0.037	0.007	0.023	0.020	0.021	0.006	0.165	0.057	0.037	0.707	0.036	0.030	0.055	0.009	0.706	0.447	0.743	1.000	0.028	0.046	0.025	0.033	0.873	0.005	0.029	0.043	0.007	0.008	0.041	0.295
num_persons_worked_for_employer	0.226	0.113	0.097	0.046	0.510	0.043	0.041	0.036	0.261	0.228	0.404	0.395	0.147	0.286	0.071	0.283	0.023	0.309	0.036	0.037	0.035	0.402	0.378	0.189	0.227	0.025	0.029	0.043	0.028	1.000	0.220	0.048	0.057	0.020	0.104	0.235	0.520	0.405	0.227	0.876	0.031
own_business_or_self_employed	0.192	0.027	0.023	0.024	0.208	0.049	0.046	0.025	0.095	0.136	0.208	0.214	0.012	0.156	0.070	0.125	0.005	0.131	0.034	0.016	0.049	0.208	0.208	0.074	0.068	0.050	0.041	0.057	0.046	0.220	1.000	0.033	0.042	0.049	0.047	0.083	0.184	0.125	0.020	0.240	0.012
race	0.056	0.011	0.010	0.240	0.047	0.440	0.443	0.380	0.075	0.072	0.057	0.071	0.010	0.068	0.026	0.099	0.013	0.022	0.153	0.083	0.045	0.052	0.057	0.082	0.022	0.049	0.041	0.044	0.025	0.048	0.033	1.000	0.022	0.045	0.022	0.060	0.108	0.056	0.009	0.040	0.050
reason_for_unemployment	0.080	0.004	0.004	0.027	0.436	0.019	0.018	0.024	0.040	0.063	0.155	0.163	0.000	0.064	0.087	0.045	0.004	0.077	0.020	0.016	0.033	0.154	0.152	0.038	0.041	0.024	0.033	0.028	0.033	0.057	0.042	0.022	1.000	0.024	0.047	0.028	0.077	0.069	0.011	0.113	0.014
region_of_previous_residence	0.069	0.014	0.000	0.092	0.027	0.062	0.062	0.066	0.060	0.048	0.030	0.027	0.007	0.017	0.021	0.018	0.005	0.135	0.052	0.029	0.707	0.027	0.022	0.037	0.011	0.629	0.467	0.709	0.873	0.020	0.049	0.045	0.024	1.000	0.007	0.030	0.044	0.008	0.003	0.028	0.295
sex	0.061	0.058	0.073	0.010	0.123	0.025	0.024	0.028	0.057	0.372	0.301	0.395	0.011	0.068	0.014	0.038	0.064	0.104	0.013	0.036	0.006	0.293	0.337	0.163	0.030	0.005	0.005	0.009	0.005	0.104	0.047	0.022	0.047	0.007	1.000	0.159	0.033	0.072	0.039	0.117	0.000
target	0.242	0.318	0.172	0.038	0.235	0.071	0.070	0.059	0.195	0.225	0.280	0.437	0.146	0.377	0.065	0.156	0.027	0.151	0.070	0.012	0.029	0.276	0.365	0.194	0.074	0.031	0.014	0.038	0.029	0.235	0.083	0.060	0.028	0.030	0.159	1.000	0.217	0.141	0.072	0.268	0.015
tax_filer_stat	0.585	0.059	0.095	0.055	0.486	0.077	0.072	0.058	0.538	0.662	0.488	0.497	0.037	0.545	0.173	0.531	0.026	0.277	0.080	0.043	0.046	0.488	0.491	0.719	0.166	0.050	0.025	0.092	0.043	0.520	0.184	0.108	0.077	0.044	0.033	0.217	1.000	0.503	0.079	0.531	0.000
veterans_benefits	0.644	0.037	0.054	0.084	0.389	0.080	0.076	0.084	0.504	0.603	0.387	0.387	0.025	0.707	0.102	0.628	0.707	0.304	0.072	0.020	0.019	0.387	0.387	0.447	0.126	0.020	0.016	0.112	0.007	0.405	0.125	0.056	0.069	0.008	0.072	0.141	0.503	1.000	0.056	0.395	0.003
wage_per_hour	0.039	0.005	0.005	0.017	0.083	0.005	0.007	0.007	0.052	0.036	0.067	0.077	-0.000	0.051	0.023	0.043	0.000	0.057	0.009	0.018	0.008	0.066	0.067	0.040	0.351	0.005	0.008	0.003	0.008	0.227	0.020	0.009	0.011	0.003	0.039	0.072	0.079	0.056	1.000	0.218	0.007
weeks_worked_in_year	0.269	0.130	0.105	0.035	0.448	0.030	0.028	0.021	0.276	0.221	0.305	0.310	0.152	0.287	0.184	0.283	0.021	0.325	0.026	0.025	0.041	0.306	0.304	0.199	0.221	0.030	0.040	0.038	0.041	0.876	0.240	0.040	0.113	0.028	0.117	0.268	0.531	0.395	0.218	1.000	0.008
year	0.009	0.006	0.003	0.012	0.003	0.030	0.030	0.024	0.005	0.006	0.007	0.006	0.000	0.009	0.003	0.006	0.000	0.793	0.042	0.030	0.986	0.007	0.004	0.000	0.000	0.981	0.986	1.000	0.295	0.031	0.012	0.050	0.014	0.295	0.000	0.015	0.000	0.003	0.007	0.008	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	wage_per_hour	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	capital_gains	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	weeks_worked_in_year	year	target
0	73	Not in universe	Not in universe or children	Not in universe	High School Graduate	0	Not in universe	Widowed	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	0	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1700.09	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
1	58	Self-employed	Manufacturing-durable goods	Automobile mechanics and repairers	Some College	0	Not in universe	Divorced	Construction	Precision production craft & repair	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	Individual Filer	South	Arkansas	Primary Householder	Householder	1053.55	MSA movement	Same area	Same county	No	Yes	1	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
2	18	Not in universe	Not in universe or children	Not in universe	Below High School	0	High school	Never Married	Not in universe or children	Not in universe	Asian or Pacific Islander	All other	Female	Not in universe	Not in universe	Not Employed	0	Non-Filer	Not in universe	Not in universe	Child	Child 18 or older	991.95	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	Vietnam	Vietnam	Vietnam	Foreign	Not in universe	Not in universe	Not a Veteran	0	1995	1
3	9	Not in universe	Not in universe or children	Not in universe	Children	0	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1758.14	No movement	Same area	Nonmover	Yes	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1
4	10	Not in universe	Not in universe or children	Not in universe	Children	0	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1069.16	No movement	Same area	Nonmover	Yes	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1
5	48	Private sector	Personal services	Teachers, except college and university	Some College	1200	Not in universe	Married	Entertainment	Professional specialty	Amer Indian Aleut or Eskimo	All other	Female	No	Not in universe	FTE	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	162.61	Not in universe	Not in universe	?	Not in universe	Not in universe	1	Not in universe	Philippines	United-States	United-States	Native	No	Not in universe	Not a Veteran	52	1995	1
6	42	Private sector	Manufacturing-durables	Management related occupations	College Graduate	0	Not in universe	Married	Finance insurance and real estate	Executive admin and managerial	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	5178	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	1535.86	No movement	Same area	Nonmover	Yes	Not in universe	6	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
7	28	Private sector	Manufacturing-durable goods	Fabricators, assemblers, and hand working	High School Graduate	0	Not in universe	Never Married	Construction	Handlers equip cleaners etc	White	All other	Female	Not in universe	Job loser	FTE	0	Individual Filer	Not in universe	Not in universe	Other	Nonrelative of householder	898.83	Not in universe	Not in universe	?	Not in universe	Not in universe	4	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	30	1995	1
8	47	Government	Manufacturing	Food service occupations	Some College	876	Not in universe	Married	Education	Adm support including clerical	White	All other	Female	No	Not in universe	FTE	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Spouse of householder	1661.53	Not in universe	Not in universe	?	Not in universe	Not in universe	5	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1995	1
9	34	Private sector	Manufacturing-durable goods	Extractive occupations	Some College	0	Not in universe	Married	Construction	Machine operators assmblrs & inspctrs	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	1146.79	No movement	Same area	Nonmover	Yes	Not in universe	6	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	capital_gains	dividends_from_stocks	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	num_persons_worked_for_employer	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	weeks_worked_in_year	year	target
199513	57	Private sector	Wholesale trade	Extractive occupations	Below High School	Not in universe	Divorced	Manufacturing-durable goods	Machine operators assmblrs & inspctrs	White	Central or South American	Female	Not in universe	Not in universe	FTE	0	0	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	743.66	Not in universe	Not in universe	?	Not in universe	Not in universe	4	Not in universe	Dominican-Republic	Dominican-Republic	Dominican-Republic	Foreign	Not in universe	Not in universe	Not a Veteran	52	1995	1
199514	51	Private sector	Public administration	Computer equipment operators	Below High School	Not in universe	Widowed	Retail trade	Sales	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	0	0	Individual Filer	South	North Dakota	Primary Householder	Householder	1302.34	Non-MSA movement	Same area	Same county	No	Yes	6	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
199515	87	Not in universe	Not in universe or children	Not in universe	High School Graduate	Not in universe	Widowed	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	0	0	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	3255.80	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	?	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
199516	3	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	Black	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	0	Non-Filer	South	Utah	Child	Nonrelative of householder	2733.75	MSA movement	Same area	Same county	No	Yes	0	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	0	1994	1
199517	39	Private sector	Manufacturing	Food service occupations	College Graduate	Not in universe	Never Married	Education	Adm support including clerical	Other	Mexican-American	Male	No	Not in universe	FTE	6849	0	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	908.14	Not in universe	Not in universe	?	Not in universe	Not in universe	6	Not in universe	Mexico	Mexico	Mexico	Foreign	No	Not in universe	Not a Veteran	52	1995	1
199518	87	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Not Employed	0	0	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	955.27	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Not in universe	Canada	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
199519	65	Self-employed	Wholesale and retail trade	Other executive, admin and managerial	Below High School	Not in universe	Married	Business and repair services	Executive admin and managerial	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	6418	9	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	687.19	No movement	Same area	Nonmover	Yes	Not in universe	1	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	52	1994	1
199520	47	Not in universe	Not in universe or children	Not in universe	Some College	Not in universe	Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	0	157	Joint Filer	Not in universe	Not in universe	Primary Householder	Householder	1923.03	Not in universe	Not in universe	?	Not in universe	Not in universe	6	Not in universe	Poland	Poland	Germany	Naturalized	Not in universe	Not in universe	Not a Veteran	52	1995	1
199521	16	Not in universe	Not in universe or children	Not in universe	Below High School	High school	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Not Employed	0	0	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	4664.87	Not in universe	Not in universe	?	Not in universe	Not in universe	0	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	0	1995	1
199522	32	Private sector	Public administration and armed forces	Farm operators and managers	High School Graduate	Not in universe	Never Married	Medical except hospital	Other service	Black	All other	Female	No	Not in universe	Children or Armed Forces	0	0	Individual Filer	Not in universe	Not in universe	Primary Householder	Householder	1830.11	No movement	Same area	Nonmover	Yes	Not in universe	6	Not in universe	?	?	?	Foreign	Not in universe	Not in universe	Not a Veteran	52	1994	1

Duplicate rows

Most frequently occurring

	age	class_of_worker	detailed_industry_recode	detailed_occupation_recode	education	enroll_in_edu_inst_last_wk	marital_stat	major_industry_code	major_occupation_code	race	hispanic_origin	sex	member_of_a_labor_union	reason_for_unemployment	full_or_part_time_employment_stat	tax_filer_stat	region_of_previous_residence	state_of_previous_residence	detailed_household_and_family_stat	detailed_household_summary_in_household	instance_weight	migration_code_change_in_msa	migration_code_change_in_reg	migration_code_move_within_reg	live_in_this_house_1_year_ago	migration_prev_res_in_sunbelt	family_members_under_18	country_of_birth_father	country_of_birth_mother	country_of_birth_self	citizenship	own_business_or_self_employed	fill_inc_questionnaire_for_veteran's_admin	veterans_benefits	year	target	# duplicates
14	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1217.42	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	3
79	17	Not in universe	Not in universe or children	Not in universe	Below High School	High school	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	1724.96	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not a Veteran	1994	1	3
0	0	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1706.01	Not in universe	Not in universe	?	Not in universe	Not in universe	Mother only present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1995	1	2
1	1	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	Black	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Other	Nonrelative of householder	4118.09	No movement	Same area	Nonmover	Yes	Not in universe	Not in universe	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
2	1	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	Mexican (Mexicano)	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1231.01	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	Mexico	Mexico	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
3	3	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1875.27	No movement	Same area	Nonmover	Yes	Not in universe	Both parents present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
4	4	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Female	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1332.16	No movement	Same area	Nonmover	Yes	Not in universe	Neither parent present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1994	1	2
5	5	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	Asian or Pacific Islander	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	753.84	Not in universe	Not in universe	?	Not in universe	Not in universe	Both parents present	Philippines	Philippines	United-States	Native	Not in universe	Not in universe	Not in universe	1995	1	2
6	5	Not in universe	Not in universe or children	Not in universe	Children	Not in universe	Never Married	Not in universe or children	Not in universe	White	All other	Male	Not in universe	Not in universe	Children or Armed Forces	Non-Filer	Not in universe	Not in universe	Extended Family	Other relative of householder	1175.34	Not in universe	Not in universe	?	Not in universe	Not in universe	Neither parent present	United-States	United-States	United-States	Native	Not in universe	Not in universe	Not in universe	1995	1	2
7	15	Not in universe	Not in universe or children	Not in universe	Below High School	Not in universe	Never Married	Not in universe or children	Not in universe	Asian or Pacific Islander	All other	Female	Not in universe	Not in universe	Not Employed	Non-Filer	Not in universe	Not in universe	Child	Child under 18 never married	709.34	Not in universe	Not in universe	?	Not in universe	Not in universe	Both parents present	?	?	?	Foreign	Not in universe	Not in universe	Not a Veteran	1995	1	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin